Hugging Face's logo

FrankCCCCC
/
CIFAR2_32_attr_ckpts

Model card Files Community
FrankCCCCC commited on
Commit
453d53c
•
1 Parent(s): 8ccc71b

Upload res_CIFAR2_32_lr1e-06_ep100_bs2048_attr_ckpts/md_0/step_98/pred_target.json with huggingface_hub

Browse files
Files changed (1) hide show
  1. res_CIFAR2_32_lr1e-06_ep100_bs2048_attr_ckpts/md_0/step_98/pred_target.json +1 -0
res_CIFAR2_32_lr1e-06_ep100_bs2048_attr_ckpts/md_0/step_98/pred_target.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"1": {"train": {"loss_reduced": 0.0004466008394956589, "pred": 0.9849520921707153, "loss_l2": 0.979058563709259, "loss_mape": 2215.566650390625}}, "2": {"train": {"loss_reduced": 0.00028273649513721466, "pred": 0.9843572378158569, "loss_l2": 0.9780523180961609, "loss_mape": 3497.833740234375}}, "3": {"train": {"loss_reduced": 0.00030340440571308136, "pred": 0.9780416488647461, "loss_l2": 0.9655126929283142, "loss_mape": 3238.598388671875}}, "4": {"train": {"loss_reduced": 0.00030573736876249313, "pred": 0.9793476462364197, "loss_l2": 0.9679704308509827, "loss_mape": 3217.973876953125}}, "5": {"train": {"loss_reduced": 0.00011598411947488785, "pred": 0.9742287993431091, "loss_l2": 0.9583571553230286, "loss_mape": 8440.44140625}, "valid": {"0": {"loss_reduced": 0.00020389538258314133, "pred": 0.9673261046409607, "valid_loss_l2": 0.9353253245353699, "valid_loss_mape": 4743.2275390625}}}, "6": {"train": {"loss_reduced": 0.0002977503463625908, "pred": 0.9653029441833496, "loss_l2": 0.94080650806427, "loss_mape": 3257.600830078125}}, "7": {"train": {"loss_reduced": 0.00043119490146636963, "pred": 0.9588984847068787, "loss_l2": 0.9280679225921631, "loss_mape": 2234.170166015625}}, "8": {"train": {"loss_reduced": 0.00039737019687891006, "pred": 0.9531102180480957, "loss_l2": 0.9170004725456238, "loss_mape": 2409.84716796875}}, "9": {"train": {"loss_reduced": 2.576969563961029e-05, "pred": 0.9487138986587524, "loss_l2": 0.9092863202095032, "loss_mape": 37003.3515625}}, "10": {"train": {"loss_reduced": 0.000561675988137722, "pred": 0.9488512277603149, "loss_l2": 0.9084230661392212, "loss_mape": 1696.90771484375}, "valid": {"0": {"loss_reduced": 0.00022551137953996658, "pred": 0.9498265981674194, "valid_loss_l2": 0.9017422795295715, "valid_loss_mape": 4210.87890625}}}, "11": {"train": {"loss_reduced": 0.0005311137065291405, "pred": 0.9383262395858765, "loss_l2": 0.8887785077095032, "loss_mape": 1775.0445556640625}}, "12": {"train": {"loss_reduced": 0.00010083336383104324, "pred": 0.9355872869491577, "loss_l2": 0.8842739462852478, "loss_mape": 9325.865234375}}, "13": {"train": {"loss_reduced": 0.00035915710031986237, "pred": 0.9325969219207764, "loss_l2": 0.8781604170799255, "loss_mape": 2609.170654296875}}, "14": {"train": {"loss_reduced": 0.00024564284831285477, "pred": 0.9262027144432068, "loss_l2": 0.8664727807044983, "loss_mape": 3789.42529296875}}, "15": {"train": {"loss_reduced": 0.00043691229075193405, "pred": 0.9186445474624634, "loss_l2": 0.8520522117614746, "loss_mape": 2112.704833984375}, "valid": {"0": {"loss_reduced": 0.00015293527394533157, "pred": 0.9222079515457153, "valid_loss_l2": 0.8501854538917542, "valid_loss_mape": 6029.0537109375}}}, "16": {"train": {"loss_reduced": 0.0004945630207657814, "pred": 0.9216583371162415, "loss_l2": 0.857554018497467, "loss_mape": 1872.4451904296875}}, "17": {"train": {"loss_reduced": 0.00045625772327184677, "pred": 0.9091220498085022, "loss_l2": 0.8346142768859863, "loss_mape": 2002.3162841796875}}, "18": {"train": {"loss_reduced": 0.00015052035450935364, "pred": 0.9047228097915649, "loss_l2": 0.8271166682243347, "loss_mape": 6042.103515625}}, "19": {"train": {"loss_reduced": 1.851934939622879e-05, "pred": 0.9011089205741882, "loss_l2": 0.820673942565918, "loss_mape": 48916.9765625}}, "20": {"train": {"loss_reduced": 0.0006271954625844955, "pred": 0.8973259925842285, "loss_l2": 0.8128522634506226, "loss_mape": 1437.483642578125}, "valid": {"0": {"loss_reduced": 0.00023856665939092636, "pred": 0.8929218053817749, "valid_loss_l2": 0.7968834042549133, "valid_loss_mape": 3741.86083984375}}}, "21": {"train": {"loss_reduced": 0.00030168984085321426, "pred": 0.8943204879760742, "loss_l2": 0.8081021904945374, "loss_mape": 2979.699462890625}}, "22": {"train": {"loss_reduced": 0.0003699306398630142, "pred": 0.8868614435195923, "loss_l2": 0.7945123314857483, "loss_mape": 2409.51708984375}}, "23": {"train": {"loss_reduced": 0.00045092031359672546, "pred": 0.8841980695724487, "loss_l2": 0.7896305918693542, "loss_mape": 1970.6622314453125}}, "24": {"train": {"loss_reduced": 0.00018047355115413666, "pred": 0.8757331371307373, "loss_l2": 0.7750828862190247, "loss_mape": 4878.2099609375}}, "25": {"train": {"loss_reduced": 0.00020079780369997025, "pred": 0.8654373288154602, "loss_l2": 0.7570749521255493, "loss_mape": 4333.21728515625}, "valid": {"0": {"loss_reduced": 0.00020797736942768097, "pred": 0.8730013370513916, "valid_loss_l2": 0.7617682814598083, "valid_loss_mape": 4196.57861328125}}}, "26": {"train": {"loss_reduced": 0.0003569163382053375, "pred": 0.8679691553115845, "loss_l2": 0.761225163936615, "loss_mape": 2444.50048828125}}, "27": {"train": {"loss_reduced": 0.000561123713850975, "pred": 0.8610511422157288, "loss_l2": 0.7488037347793579, "loss_mape": 1542.1456298828125}}, "28": {"train": {"loss_reduced": -5.2539631724357605e-05, "pred": 0.8557623624801636, "loss_l2": 0.7407360672950745, "loss_mape": 16381.1630859375}}, "29": {"train": {"loss_reduced": 0.00023256707936525345, "pred": 0.856347918510437, "loss_l2": 0.7411905527114868, "loss_mape": 3701.83203125}}, "30": {"train": {"loss_reduced": 0.0003922386094927788, "pred": 0.845703125, "loss_l2": 0.7226963043212891, "loss_mape": 2167.3427734375}, "valid": {"0": {"loss_reduced": 0.0004730271175503731, "pred": 0.852526843547821, "valid_loss_l2": 0.7259957194328308, "valid_loss_mape": 1801.279052734375}}}, "31": {"train": {"loss_reduced": 0.00046259816735982895, "pred": 0.8434544801712036, "loss_l2": 0.7188615798950195, "loss_mape": 1832.8154296875}}, "32": {"train": {"loss_reduced": -8.137989789247513e-05, "pred": 0.8397080302238464, "loss_l2": 0.713371753692627, "loss_mape": 10378.6484375}}, "33": {"train": {"loss_reduced": 0.00010562967509031296, "pred": 0.8367318511009216, "loss_l2": 0.7079854011535645, "loss_mape": 7965.74169921875}}, "34": {"train": {"loss_reduced": 0.0006047617644071579, "pred": 0.8273473978042603, "loss_l2": 0.6914533972740173, "loss_mape": 1374.982421875}}, "35": {"train": {"loss_reduced": -2.9324553906917572e-05, "pred": 0.8203685879707336, "loss_l2": 0.6808875203132629, "loss_mape": 28138.845703125}, "valid": {"0": {"loss_reduced": 0.0008268756791949272, "pred": 0.8254033327102661, "valid_loss_l2": 0.6799262762069702, "valid_loss_mape": 997.2193603515625}}}, "36": {"train": {"loss_reduced": 0.00037560146301984787, "pred": 0.8206148743629456, "loss_l2": 0.6807292103767395, "loss_mape": 2196.645263671875}}, "37": {"train": {"loss_reduced": 0.0004953043535351753, "pred": 0.813370943069458, "loss_l2": 0.6685553789138794, "loss_mape": 1650.807861328125}}, "38": {"train": {"loss_reduced": 7.604807615280151e-05, "pred": 0.8117255568504333, "loss_l2": 0.6665146946907043, "loss_mape": 10735.3603515625}}, "39": {"train": {"loss_reduced": 0.000153406523168087, "pred": 0.8076825141906738, "loss_l2": 0.659809947013855, "loss_mape": 5294.99560546875}}, "40": {"train": {"loss_reduced": 0.0005089929327368736, "pred": 0.791536808013916, "loss_l2": 0.6333253979682922, "loss_mape": 1563.513671875}, "valid": {"0": {"loss_reduced": 0.00037401076406240463, "pred": 0.8027111887931824, "valid_loss_l2": 0.643744945526123, "valid_loss_mape": 2145.224853515625}}}, "41": {"train": {"loss_reduced": 0.0003462694585323334, "pred": 0.7968877553939819, "loss_l2": 0.6421440243721008, "loss_mape": 2314.2060546875}}, "42": {"train": {"loss_reduced": 0.00029428862035274506, "pred": 0.7915919423103333, "loss_l2": 0.6336252093315125, "loss_mape": 2704.847412109375}}, "43": {"train": {"loss_reduced": 0.0003877757117152214, "pred": 0.7893364429473877, "loss_l2": 0.6299039125442505, "loss_mape": 2046.711181640625}}, "44": {"train": {"loss_reduced": 0.00026735011488199234, "pred": 0.7778072953224182, "loss_l2": 0.6119062900543213, "loss_mape": 2925.91748046875}}, "45": {"train": {"loss_reduced": 0.00010925345122814178, "pred": 0.770659327507019, "loss_l2": 0.6010507345199585, "loss_mape": 7096.111328125}, "valid": {"0": {"loss_reduced": 0.000296969898045063, "pred": 0.7839885950088501, "valid_loss_l2": 0.6141725778579712, "valid_loss_mape": 2638.9599609375}}}, "46": {"train": {"loss_reduced": 0.0002622995525598526, "pred": 0.7748027443885803, "loss_l2": 0.6072559356689453, "loss_mape": 2970.902099609375}}, "47": {"train": {"loss_reduced": 0.00011433567851781845, "pred": 0.7669914364814758, "loss_l2": 0.595304012298584, "loss_mape": 6748.1953125}}, "48": {"train": {"loss_reduced": 0.0003968197852373123, "pred": 0.7620322704315186, "loss_l2": 0.5872201919555664, "loss_mape": 1931.1107177734375}}, "49": {"train": {"loss_reduced": 0.0001350734382867813, "pred": 0.7577903866767883, "loss_l2": 0.5811310410499573, "loss_mape": 5643.7412109375}}, "50": {"train": {"loss_reduced": 0.00041406136006116867, "pred": 0.7590473890304565, "loss_l2": 0.5825344324111938, "loss_mape": 1843.30029296875}, "valid": {"0": {"loss_reduced": 0.0008435752242803574, "pred": 0.751587986946106, "valid_loss_l2": 0.5636171698570251, "valid_loss_mape": 889.9555053710938}}}, "51": {"train": {"loss_reduced": 0.00022776983678340912, "pred": 0.7470550537109375, "loss_l2": 0.5647810101509094, "loss_mape": 3299.46728515625}}, "52": {"train": {"loss_reduced": 0.00011429376900196075, "pred": 0.7473915815353394, "loss_l2": 0.5653273463249207, "loss_mape": 6578.5087890625}}, "53": {"train": {"loss_reduced": 0.00045431405305862427, "pred": 0.7432794570922852, "loss_l2": 0.5586574077606201, "loss_mape": 1645.192138671875}}, "54": {"train": {"loss_reduced": 0.0004126355051994324, "pred": 0.7364578247070312, "loss_l2": 0.548509418964386, "loss_mape": 1794.8388671875}}, "55": {"train": {"loss_reduced": 0.00027858465909957886, "pred": 0.7232049703598022, "loss_l2": 0.529346227645874, "loss_mape": 2611.636474609375}, "valid": {"0": {"loss_reduced": 0.00033765286207199097, "pred": 0.7289564609527588, "valid_loss_l2": 0.5308853387832642, "valid_loss_mape": 2157.89306640625}}}, "56": {"train": {"loss_reduced": 0.00016389694064855576, "pred": 0.7251471281051636, "loss_l2": 0.5323140025138855, "loss_mape": 4451.56884765625}}, "57": {"train": {"loss_reduced": 0.0002238582819700241, "pred": 0.7212406396865845, "loss_l2": 0.526464581489563, "loss_mape": 3241.24169921875}}, "58": {"train": {"loss_reduced": 0.0004843929782509804, "pred": 0.719342052936554, "loss_l2": 0.5232950448989868, "loss_mape": 1493.397705078125}}, "59": {"train": {"loss_reduced": 0.00026075635105371475, "pred": 0.7093237638473511, "loss_l2": 0.5092285871505737, "loss_mape": 2736.6640625}}, "60": {"train": {"loss_reduced": 0.0005079042166471481, "pred": 0.7098369002342224, "loss_l2": 0.5095711946487427, "loss_mape": 1405.4669189453125}, "valid": {"0": {"loss_reduced": 0.00030822958797216415, "pred": 0.7143863439559937, "valid_loss_l2": 0.5099075436592102, "valid_loss_mape": 2316.70849609375}}}, "61": {"train": {"loss_reduced": 0.0002460600808262825, "pred": 0.7028544545173645, "loss_l2": 0.5000909566879272, "loss_mape": 2873.977294921875}}, "62": {"train": {"loss_reduced": 0.000665079802274704, "pred": 0.7005835771560669, "loss_l2": 0.4962080121040344, "loss_mape": 1059.151611328125}}, "63": {"train": {"loss_reduced": 0.0003157295286655426, "pred": 0.6882317662239075, "loss_l2": 0.4793984889984131, "loss_mape": 2192.97216796875}}, "64": {"train": {"loss_reduced": 5.2539631724357605e-05, "pred": 0.6960902214050293, "loss_l2": 0.49064573645591736, "loss_mape": 13332.0517578125}}, "65": {"train": {"loss_reduced": 0.0004064040258526802, "pred": 0.6900896430015564, "loss_l2": 0.48182183504104614, "loss_mape": 1707.9896240234375}, "valid": {"0": {"loss_reduced": 9.019672870635986e-05, "pred": 0.6857099533081055, "valid_loss_l2": 0.47007447481155396, "valid_loss_mape": 7601.3818359375}}}, "66": {"train": {"loss_reduced": 0.00025168992578983307, "pred": 0.6789822578430176, "loss_l2": 0.4667660593986511, "loss_mape": 2714.462158203125}}, "67": {"train": {"loss_reduced": 0.00020912941545248032, "pred": 0.6757886409759521, "loss_l2": 0.4624180197715759, "loss_mape": 3251.638427734375}}, "68": {"train": {"loss_reduced": 0.0004525706171989441, "pred": 0.6783850193023682, "loss_l2": 0.46554115414619446, "loss_mape": 1507.6226806640625}}, "69": {"train": {"loss_reduced": 0.0002729138359427452, "pred": 0.6669594049453735, "loss_l2": 0.4503164291381836, "loss_mape": 2458.857421875}}, "70": {"train": {"loss_reduced": 0.00014435872435569763, "pred": 0.6693226099014282, "loss_l2": 0.45366141200065613, "loss_mape": 4665.76513671875}, "valid": {"0": {"loss_reduced": 0.0004926025867462158, "pred": 0.6612610220909119, "valid_loss_l2": 0.43661487102508545, "valid_loss_mape": 1341.38232421875}}}, "71": {"train": {"loss_reduced": 0.0005179625004529953, "pred": 0.6637958288192749, "loss_l2": 0.4457518756389618, "loss_mape": 1288.9862060546875}}, "72": {"train": {"loss_reduced": 0.0004065064713358879, "pred": 0.6542432308197021, "loss_l2": 0.43318286538124084, "loss_mape": 1619.0794677734375}}, "73": {"train": {"loss_reduced": 0.0003022514283657074, "pred": 0.6495636701583862, "loss_l2": 0.42717429995536804, "loss_mape": 2162.390869140625}}, "74": {"train": {"loss_reduced": 2.744235098361969e-05, "pred": 0.647537350654602, "loss_l2": 0.42486876249313354, "loss_mape": 23752.322265625}}, "75": {"train": {"loss_reduced": 0.00022184476256370544, "pred": 0.646740198135376, "loss_l2": 0.42353519797325134, "loss_mape": 2933.56396484375}, "valid": {"0": {"loss_reduced": 0.0002910345792770386, "pred": 0.6359145045280457, "valid_loss_l2": 0.4040171802043915, "valid_loss_mape": 2184.013427734375}}}, "76": {"train": {"loss_reduced": 0.0004727458581328392, "pred": 0.6385988593101501, "loss_l2": 0.41272374987602234, "loss_mape": 1358.9453125}}, "77": {"train": {"loss_reduced": 0.0002587670460343361, "pred": 0.6342748999595642, "loss_l2": 0.4073903560638428, "loss_mape": 2466.5869140625}}, "78": {"train": {"loss_reduced": 0.0006151450797915459, "pred": 0.6327318549156189, "loss_l2": 0.4049420654773712, "loss_mape": 1034.4722900390625}}, "79": {"train": {"loss_reduced": 0.0001254640519618988, "pred": 0.6234011650085449, "loss_l2": 0.39375534653663635, "loss_mape": 5001.4267578125}}, "80": {"train": {"loss_reduced": 0.00019998755306005478, "pred": 0.6164336204528809, "loss_l2": 0.3849373757839203, "loss_mape": 3102.359130859375}, "valid": {"0": {"loss_reduced": -0.0001376895233988762, "pred": 0.6242797374725342, "valid_loss_l2": 0.38989710807800293, "valid_loss_mape": 4534.966796875}}}, "81": {"train": {"loss_reduced": 0.00011935736984014511, "pred": 0.619577169418335, "loss_l2": 0.3889846205711365, "loss_mape": 5225.369140625}}, "82": {"train": {"loss_reduced": 0.0003260252997279167, "pred": 0.6075088977813721, "loss_l2": 0.3737369477748871, "loss_mape": 1875.1314697265625}}, "83": {"train": {"loss_reduced": 0.00042148027569055557, "pred": 0.6084668636322021, "loss_l2": 0.37479522824287415, "loss_mape": 1452.5120849609375}}, "84": {"train": {"loss_reduced": 0.00024031847715377808, "pred": 0.6070331931114197, "loss_l2": 0.37322232127189636, "loss_mape": 2542.12353515625}}, "85": {"train": {"loss_reduced": 0.0005520321428775787, "pred": 0.6053193807601929, "loss_l2": 0.3707232177257538, "loss_mape": 1102.9619140625}, "valid": {"0": {"loss_reduced": 0.0003252606838941574, "pred": 0.6004738211631775, "valid_loss_l2": 0.36017829179763794, "valid_loss_mape": 1845.1309814453125}}}, "86": {"train": {"loss_reduced": 0.0003516487777233124, "pred": 0.594632625579834, "loss_l2": 0.3581235110759735, "loss_mape": 1701.795166015625}}, "87": {"train": {"loss_reduced": 0.0003628907725214958, "pred": 0.5957109332084656, "loss_l2": 0.35932013392448425, "loss_mape": 1651.828125}}, "88": {"train": {"loss_reduced": 9.420700371265411e-05, "pred": 0.5871018767356873, "loss_l2": 0.3493487238883972, "loss_mape": 6274.02734375}}, "89": {"train": {"loss_reduced": 0.0004666019231081009, "pred": 0.5820811986923218, "loss_l2": 0.3429950177669525, "loss_mape": 1255.155029296875}}, "90": {"train": {"loss_reduced": 0.00014686305075883865, "pred": 0.5814656019210815, "loss_l2": 0.3426087200641632, "loss_mape": 3985.53515625}, "valid": {"0": {"loss_reduced": 0.0003082267940044403, "pred": 0.5852304100990295, "valid_loss_l2": 0.3421339690685272, "valid_loss_mape": 1897.70068359375}}}, "91": {"train": {"loss_reduced": 0.0003191456198692322, "pred": 0.572550892829895, "loss_l2": 0.33209285140037537, "loss_mape": 1805.680419921875}}, "92": {"train": {"loss_reduced": 0.000398159958422184, "pred": 0.5684733986854553, "loss_l2": 0.32728391885757446, "loss_mape": 1436.827880859375}}, "93": {"train": {"loss_reduced": 0.0003488995134830475, "pred": 0.5720664262771606, "loss_l2": 0.33142924308776855, "loss_mape": 1650.0421142578125}}, "94": {"train": {"loss_reduced": 1.3338401913642883e-05, "pred": 0.5693703889846802, "loss_l2": 0.32870596647262573, "loss_mape": 42983.32421875}}, "95": {"train": {"loss_reduced": 3.560539335012436e-05, "pred": 0.5534337759017944, "loss_l2": 0.3105914294719696, "loss_mape": 15652.328125}, "valid": {"0": {"loss_reduced": 0.0007991306483745575, "pred": 0.5666427612304688, "valid_loss_l2": 0.3201790153980255, "valid_loss_mape": 708.0740356445312}}}, "96": {"train": {"loss_reduced": 0.00040845200419425964, "pred": 0.5523503422737122, "loss_l2": 0.30901041626930237, "loss_mape": 1360.96044921875}}, "97": {"train": {"loss_reduced": -4.1311606764793396e-05, "pred": 0.5505799055099487, "loss_l2": 0.30749475955963135, "loss_mape": 13422.9130859375}}, "98": {"train": {"loss_reduced": 0.00024960003793239594, "pred": 0.5537974238395691, "loss_l2": 0.31073513627052307, "loss_mape": 2233.31787109375}}, "99": {"train": {"loss_reduced": 0.00024196598678827286, "pred": 0.545270562171936, "loss_l2": 0.30129480361938477, "loss_mape": 2268.51416015625}}, "100": {"train": {"loss_reduced": 0.0006713420152664185, "pred": 0.541159451007843, "loss_l2": 0.29631856083869934, "loss_mape": 810.8408203125}, "valid": {"0": {"loss_reduced": 0.0007377220317721367, "pred": 0.5459726452827454, "valid_loss_l2": 0.2972811162471771, "valid_loss_mape": 739.0791015625}}}, "101": {"train": {"loss_reduced": 0.00026470888406038284, "pred": 0.5344303846359253, "loss_l2": 0.2894786298274994, "loss_mape": 2032.54296875}}, "102": {"train": {"loss_reduced": 0.0005471603944897652, "pred": 0.5391292572021484, "loss_l2": 0.2941973805427551, "loss_mape": 991.2991943359375}}, "103": {"train": {"loss_reduced": 0.00040568970143795013, "pred": 0.5287840366363525, "loss_l2": 0.2831738293170929, "loss_mape": 1311.694091796875}}, "104": {"train": {"loss_reduced": 3.998447209596634e-05, "pred": 0.5217928290367126, "loss_l2": 0.2761651575565338, "loss_mape": 13142.95703125}}, "105": {"train": {"loss_reduced": 0.00033672992140054703, "pred": 0.5297536849975586, "loss_l2": 0.28427785634994507, "loss_mape": 1583.39697265625}, "valid": {"0": {"loss_reduced": 0.00019128341227769852, "pred": 0.5247014164924622, "valid_loss_l2": 0.2751109004020691, "valid_loss_mape": 2742.0576171875}}}, "106": {"train": {"loss_reduced": 0.00025907251983880997, "pred": 0.5231798887252808, "loss_l2": 0.27742114663124084, "loss_mape": 2033.0517578125}}, "107": {"train": {"loss_reduced": 0.000315357930958271, "pred": 0.5206220746040344, "loss_l2": 0.274619460105896, "loss_mape": 1661.7354736328125}}, "108": {"train": {"loss_reduced": 0.00028277188539505005, "pred": 0.5067516565322876, "loss_l2": 0.26024919748306274, "loss_mape": 1804.0911865234375}}, "109": {"train": {"loss_reduced": 0.00015278160572052002, "pred": 0.5039684772491455, "loss_l2": 0.25752872228622437, "loss_mape": 3321.557373046875}}, "110": {"train": {"loss_reduced": 0.0007813470438122749, "pred": 0.5017619729042053, "loss_l2": 0.25464460253715515, "loss_mape": 645.8375244140625}, "valid": {"0": {"loss_reduced": 0.0003390274941921234, "pred": 0.5022550225257874, "valid_loss_l2": 0.2519196569919586, "valid_loss_mape": 1480.4581298828125}}}, "111": {"train": {"loss_reduced": 0.00045614130795001984, "pred": 0.4972311854362488, "loss_l2": 0.2504575550556183, "loss_mape": 1097.1541748046875}}, "112": {"train": {"loss_reduced": 0.00019719451665878296, "pred": 0.49552294611930847, "loss_l2": 0.24894405901432037, "loss_mape": 2530.20703125}}, "113": {"train": {"loss_reduced": 0.00040730927139520645, "pred": 0.49429747462272644, "loss_l2": 0.24750901758670807, "loss_mape": 1221.4373779296875}}, "114": {"train": {"loss_reduced": 0.0001994473859667778, "pred": 0.4960208237171173, "loss_l2": 0.2494148463010788, "loss_mape": 2503.9912109375}}, "115": {"train": {"loss_reduced": 2.9916875064373016e-05, "pred": 0.4840269088745117, "loss_l2": 0.23771193623542786, "loss_mape": 16297.060546875}, "valid": {"0": {"loss_reduced": 0.00043396465480327606, "pred": 0.48139938712120056, "valid_loss_l2": 0.23132775723934174, "valid_loss_mape": 1108.3055419921875}}}, "116": {"train": {"loss_reduced": 0.00016514025628566742, "pred": 0.47909456491470337, "loss_l2": 0.23281322419643402, "loss_mape": 2921.802490234375}}, "117": {"train": {"loss_reduced": 6.008520722389221e-05, "pred": 0.47625458240509033, "loss_l2": 0.23013795912265778, "loss_mape": 7984.111328125}}, "118": {"train": {"loss_reduced": 0.00039188843220472336, "pred": 0.4762326180934906, "loss_l2": 0.22976142168045044, "loss_mape": 1223.139892578125}}, "119": {"train": {"loss_reduced": 0.0005728509277105331, "pred": 0.4744766652584076, "loss_l2": 0.22789976000785828, "loss_mape": 833.3555297851562}}, "120": {"train": {"loss_reduced": 0.000391264446079731, "pred": 0.4696465730667114, "loss_l2": 0.223468616604805, "loss_mape": 1208.1973876953125}, "valid": {"0": {"loss_reduced": 0.00028560589998960495, "pred": 0.47232475876808167, "valid_loss_l2": 0.2228209674358368, "valid_loss_mape": 1652.7640380859375}}}, "121": {"train": {"loss_reduced": -3.714766353368759e-05, "pred": 0.46235910058021545, "loss_l2": 0.21705172955989838, "loss_mape": 12541.5185546875}}, "122": {"train": {"loss_reduced": 0.0003313180059194565, "pred": 0.4647543430328369, "loss_l2": 0.21890266239643097, "loss_mape": 1412.14892578125}}, "123": {"train": {"loss_reduced": 0.0003379620611667633, "pred": 0.45782899856567383, "loss_l2": 0.21242807805538177, "loss_mape": 1363.7601318359375}}, "124": {"train": {"loss_reduced": 0.000551578588783741, "pred": 0.45784133672714233, "loss_l2": 0.2122216820716858, "loss_mape": 835.1942138671875}}, "125": {"train": {"loss_reduced": 0.0004896447062492371, "pred": 0.44591766595840454, "loss_l2": 0.20141874253749847, "loss_mape": 916.5768432617188}, "valid": {"0": {"loss_reduced": 0.00021893717348575592, "pred": 0.44929635524749756, "valid_loss_l2": 0.2016705423593521, "valid_loss_mape": 2051.17041015625}}}, "126": {"train": {"loss_reduced": 0.00030614156275987625, "pred": 0.4478362202644348, "loss_l2": 0.20332221686840057, "loss_mape": 1472.889404296875}}, "127": {"train": {"loss_reduced": 0.0003013657405972481, "pred": 0.4416654109954834, "loss_l2": 0.19777047634124756, "loss_mape": 1475.661865234375}}, "128": {"train": {"loss_reduced": 0.0003373594954609871, "pred": 0.4466105103492737, "loss_l2": 0.20214582979679108, "loss_mape": 1332.7216796875}}, "129": {"train": {"loss_reduced": 0.00031830836087465286, "pred": 0.43508195877075195, "loss_l2": 0.1918821632862091, "loss_mape": 1376.1610107421875}}, "130": {"train": {"loss_reduced": 7.724948227405548e-05, "pred": 0.43503257632255554, "loss_l2": 0.19204404950141907, "loss_mape": 5672.896484375}, "valid": {"0": {"loss_reduced": 0.00038940832018852234, "pred": 0.436299592256546, "valid_loss_l2": 0.1900177001953125, "valid_loss_mape": 1119.416748046875}}}, "131": {"train": {"loss_reduced": 0.00035285763442516327, "pred": 0.43456366658210754, "loss_l2": 0.19140245020389557, "loss_mape": 1239.864501953125}}, "132": {"train": {"loss_reduced": 0.0003811884671449661, "pred": 0.42904001474380493, "loss_l2": 0.18655547499656677, "loss_mape": 1133.089599609375}}, "133": {"train": {"loss_reduced": 0.0002595316618680954, "pred": 0.42293357849121094, "loss_l2": 0.18137556314468384, "loss_mape": 1640.9639892578125}}, "134": {"train": {"loss_reduced": 0.0003165910020470619, "pred": 0.42016488313674927, "loss_l2": 0.1789601892232895, "loss_mape": 1336.2252197265625}}, "135": {"train": {"loss_reduced": 0.00015617907047271729, "pred": 0.4209681451320648, "loss_l2": 0.1797747015953064, "loss_mape": 2714.822509765625}, "valid": {"0": {"loss_reduced": 0.00022938940674066544, "pred": 0.4175393879413605, "valid_loss_l2": 0.17414763569831848, "valid_loss_mape": 1819.2208251953125}}}, "136": {"train": {"loss_reduced": 0.0002031363546848297, "pred": 0.40963923931121826, "loss_l2": 0.17024514079093933, "loss_mape": 2031.18603515625}}, "137": {"train": {"loss_reduced": 0.0003756340593099594, "pred": 0.41002872586250305, "loss_l2": 0.17041467130184174, "loss_mape": 1098.976806640625}}, "138": {"train": {"loss_reduced": 0.00023875664919614792, "pred": 0.41290146112442017, "loss_l2": 0.17288000881671906, "loss_mape": 1741.4736328125}}, "139": {"train": {"loss_reduced": 0.0002277875319123268, "pred": 0.40988466143608093, "loss_l2": 0.17039118707180023, "loss_mape": 1812.147705078125}}, "140": {"train": {"loss_reduced": 0.0003891121596097946, "pred": 0.41028133034706116, "loss_l2": 0.17058102786540985, "loss_mape": 1061.4281005859375}, "valid": {"0": {"loss_reduced": 0.0005835872143507004, "pred": 0.3996908366680145, "valid_loss_l2": 0.15928658843040466, "valid_loss_mape": 683.88623046875}}}, "141": {"train": {"loss_reduced": 0.0002492191269993782, "pred": 0.4046509265899658, "loss_l2": 0.16605748236179352, "loss_mape": 1635.11328125}}, "142": {"train": {"loss_reduced": 0.0001874193549156189, "pred": 0.3982878029346466, "loss_l2": 0.16094259917736053, "loss_mape": 2140.52880859375}}, "143": {"train": {"loss_reduced": 0.0005091624334454536, "pred": 0.39144688844680786, "loss_l2": 0.15519651770591736, "loss_mape": 773.721435546875}}, "144": {"train": {"loss_reduced": 0.0004040626809000969, "pred": 0.3906456232070923, "loss_l2": 0.15465521812438965, "loss_mape": 973.2704467773438}}, "145": {"train": {"loss_reduced": -7.479917258024216e-05, "pred": 0.38475602865219116, "loss_l2": 0.15040680766105652, "loss_mape": 5184.85888671875}, "valid": {"0": {"loss_reduced": 0.0003347378224134445, "pred": 0.383918821811676, "valid_loss_l2": 0.14713674783706665, "valid_loss_mape": 1145.9239501953125}}}, "146": {"train": {"loss_reduced": 0.0003652302548289299, "pred": 0.386785626411438, "loss_l2": 0.1516597718000412, "loss_mape": 1066.2730712890625}}, "147": {"train": {"loss_reduced": 0.0003872578963637352, "pred": 0.3814166784286499, "loss_l2": 0.14745868742465973, "loss_mape": 991.5962524414062}}, "148": {"train": {"loss_reduced": 0.000348702073097229, "pred": 0.37916502356529236, "loss_l2": 0.14573673903942108, "loss_mape": 1094.7879638671875}}, "149": {"train": {"loss_reduced": 0.00017331354320049286, "pred": 0.37369590997695923, "loss_l2": 0.14168909192085266, "loss_mape": 2171.87939453125}}, "150": {"train": {"loss_reduced": 0.00010807719081640244, "pred": 0.3745911717414856, "loss_l2": 0.1424112468957901, "loss_mape": 3491.70947265625}, "valid": {"0": {"loss_reduced": 0.000341302715241909, "pred": 0.37540948390960693, "valid_loss_l2": 0.14067614078521729, "valid_loss_mape": 1098.93115234375}}}, "151": {"train": {"loss_reduced": 0.0002694902941584587, "pred": 0.3693385124206543, "loss_l2": 0.13835594058036804, "loss_mape": 1380.24365234375}}, "152": {"train": {"loss_reduced": 0.000298231840133667, "pred": 0.3681364357471466, "loss_l2": 0.13743990659713745, "loss_mape": 1243.0894775390625}}, "153": {"train": {"loss_reduced": 0.0004154304042458534, "pred": 0.36326488852500916, "loss_l2": 0.13373470306396484, "loss_mape": 880.2860107421875}}, "154": {"train": {"loss_reduced": 0.00046215299516916275, "pred": 0.36712291836738586, "loss_l2": 0.13654030859470367, "loss_mape": 799.5482177734375}}, "155": {"train": {"loss_reduced": -0.0003626476973295212, "pred": 0.3585752248764038, "loss_l2": 0.13085141777992249, "loss_mape": 997.480224609375}, "valid": {"0": {"loss_reduced": 0.0003718435764312744, "pred": 0.35332000255584717, "valid_loss_l2": 0.12457240372896194, "valid_loss_mape": 949.1845092773438}}}, "156": {"train": {"loss_reduced": 0.00033887196332216263, "pred": 0.3562934994697571, "loss_l2": 0.12871688604354858, "loss_mape": 1058.722412109375}}, "157": {"train": {"loss_reduced": 0.0002988642081618309, "pred": 0.3494739830493927, "loss_l2": 0.12387378513813019, "loss_mape": 1177.6488037109375}}, "158": {"train": {"loss_reduced": 0.0002177320420742035, "pred": 0.35433441400527954, "loss_l2": 0.12735989689826965, "loss_mape": 1639.0567626953125}}, "159": {"train": {"loss_reduced": 0.0004124213010072708, "pred": 0.3489677906036377, "loss_l2": 0.12341458350419998, "loss_mape": 851.808837890625}}, "160": {"train": {"loss_reduced": 0.0002323109656572342, "pred": 0.34308820962905884, "loss_l2": 0.11942187696695328, "loss_mape": 1487.55224609375}, "valid": {"0": {"loss_reduced": 0.0002544643357396126, "pred": 0.34642261266708374, "valid_loss_l2": 0.11983239650726318, "valid_loss_mape": 1360.3798828125}}}, "161": {"train": {"loss_reduced": 0.00041240081191062927, "pred": 0.33950668573379517, "loss_l2": 0.1168331727385521, "loss_mape": 828.826416015625}}, "162": {"train": {"loss_reduced": 0.0003426307812333107, "pred": 0.3389020562171936, "loss_l2": 0.11646472662687302, "loss_mape": 996.0263671875}}, "163": {"train": {"loss_reduced": 0.0001630624756217003, "pred": 0.3399220108985901, "loss_l2": 0.11725999414920807, "loss_mape": 2100.0078125}}, "164": {"train": {"loss_reduced": 0.00023810938000679016, "pred": 0.3348282277584076, "loss_l2": 0.11371950805187225, "loss_mape": 1416.25341796875}}, "165": {"train": {"loss_reduced": 0.000544324517250061, "pred": 0.3318544030189514, "loss_l2": 0.11151240020990372, "loss_mape": 613.484619140625}, "valid": {"0": {"loss_reduced": 0.00023109186440706253, "pred": 0.3331156373023987, "valid_loss_l2": 0.11081212013959885, "valid_loss_mape": 1440.48583984375}}}, "166": {"train": {"loss_reduced": 0.00011875852942466736, "pred": 0.32575711607933044, "loss_l2": 0.10774815082550049, "loss_mape": 2764.01318359375}}, "167": {"train": {"loss_reduced": 0.0004512108862400055, "pred": 0.32824331521987915, "loss_l2": 0.1091741994023323, "loss_mape": 732.2855224609375}}, "168": {"train": {"loss_reduced": 0.00038705021142959595, "pred": 0.32170483469963074, "loss_l2": 0.10490444302558899, "loss_mape": 836.8153076171875}}, "169": {"train": {"loss_reduced": 0.00011300016194581985, "pred": 0.3240091800689697, "loss_l2": 0.10657300055027008, "loss_mape": 2888.97998046875}}, "170": {"train": {"loss_reduced": 0.0002613011747598648, "pred": 0.3191526532173157, "loss_l2": 0.10332687944173813, "loss_mape": 1230.17041015625}, "valid": {"0": {"loss_reduced": 0.0006362739950418472, "pred": 0.3237815201282501, "valid_loss_l2": 0.10442284494638443, "valid_loss_mape": 507.8712158203125}}}, "171": {"train": {"loss_reduced": 0.00012005213648080826, "pred": 0.31204497814178467, "loss_l2": 0.09887885302305222, "loss_mape": 2619.279296875}}, "172": {"train": {"loss_reduced": 0.0005603432655334473, "pred": 0.31454363465309143, "loss_l2": 0.10017053782939911, "loss_mape": 564.8275146484375}}, "173": {"train": {"loss_reduced": 0.00026979949325323105, "pred": 0.3117850720882416, "loss_l2": 0.0986020490527153, "loss_mape": 1163.8629150390625}}, "174": {"train": {"loss_reduced": 0.00018679257482290268, "pred": 0.3094622492790222, "loss_l2": 0.09719036519527435, "loss_mape": 1668.9832763671875}}, "175": {"train": {"loss_reduced": 0.0005078548565506935, "pred": 0.3071318566799164, "loss_l2": 0.09552416950464249, "loss_mape": 608.5791015625}, "valid": {"0": {"loss_reduced": 0.0002999119460582733, "pred": 0.31374242901802063, "valid_loss_l2": 0.09824621677398682, "valid_loss_mape": 1045.115234375}}}, "176": {"train": {"loss_reduced": 0.0003869738429784775, "pred": 0.3037413954734802, "loss_l2": 0.09352394938468933, "loss_mape": 790.27783203125}}, "177": {"train": {"loss_reduced": 0.0005039200186729431, "pred": 0.29666563868522644, "loss_l2": 0.0891423374414444, "loss_mape": 592.4891357421875}}, "178": {"train": {"loss_reduced": 0.00048511289060115814, "pred": 0.2997104227542877, "loss_l2": 0.09097908437252045, "loss_mape": 621.7674560546875}}, "179": {"train": {"loss_reduced": -1.134723424911499e-05, "pred": 0.2971808910369873, "loss_l2": 0.08973796665668488, "loss_mape": 26399.64453125}}, "180": {"train": {"loss_reduced": -8.62274318933487e-05, "pred": 0.30162709951400757, "loss_l2": 0.09248080104589462, "loss_mape": 3526.7958984375}, "valid": {"0": {"loss_reduced": 0.00031365640461444855, "pred": 0.29905936121940613, "valid_loss_l2": 0.08924898505210876, "valid_loss_mape": 952.4616088867188}}}, "181": {"train": {"loss_reduced": 0.00027234386652708054, "pred": 0.29475775361061096, "loss_l2": 0.08812758326530457, "loss_mape": 1090.0296630859375}}, "182": {"train": {"loss_reduced": 0.00024476833641529083, "pred": 0.28774821758270264, "loss_l2": 0.08400146663188934, "loss_mape": 1184.0994873046875}}, "183": {"train": {"loss_reduced": 0.0003626057878136635, "pred": 0.2887904942035675, "loss_l2": 0.08453535288572311, "loss_mape": 801.833984375}}, "184": {"train": {"loss_reduced": 0.00041735079139471054, "pred": 0.28321900963783264, "loss_l2": 0.08127474784851074, "loss_mape": 683.0878295898438}}, "185": {"train": {"loss_reduced": 7.90199264883995e-05, "pred": 0.2854975759983063, "loss_l2": 0.0827794149518013, "loss_mape": 3641.032470703125}, "valid": {"0": {"loss_reduced": 0.0003185635432600975, "pred": 0.2818491756916046, "valid_loss_l2": 0.079259492456913, "valid_loss_mape": 883.750244140625}}}, "186": {"train": {"loss_reduced": 0.0002879016101360321, "pred": 0.2824927270412445, "loss_l2": 0.08093994855880737, "loss_mape": 988.1829833984375}}, "187": {"train": {"loss_reduced": 0.00033318717032670975, "pred": 0.2761189043521881, "loss_l2": 0.07729963958263397, "loss_mape": 834.4503173828125}}, "188": {"train": {"loss_reduced": 0.00029597245156764984, "pred": 0.27630501985549927, "loss_l2": 0.07741937041282654, "loss_mape": 940.098876953125}}, "189": {"train": {"loss_reduced": 0.00010877847671508789, "pred": 0.27315574884414673, "loss_l2": 0.0757647231221199, "loss_mape": 2530.407958984375}}, "190": {"train": {"loss_reduced": 4.5833177864551544e-05, "pred": 0.2720715403556824, "loss_l2": 0.07520405948162079, "loss_mape": 5983.29833984375}, "valid": {"0": {"loss_reduced": 0.0009008599445223808, "pred": 0.27449876070022583, "valid_loss_l2": 0.07485581189393997, "valid_loss_mape": 303.70745849609375}}}, "191": {"train": {"loss_reduced": 6.629433482885361e-05, "pred": 0.2699960470199585, "loss_l2": 0.07405909150838852, "loss_mape": 4104.99609375}}, "192": {"train": {"loss_reduced": 0.00023565813899040222, "pred": 0.2682749032974243, "loss_l2": 0.07301898300647736, "loss_mape": 1146.662109375}}, "193": {"train": {"loss_reduced": 0.0005109682679176331, "pred": 0.2642013430595398, "loss_l2": 0.07067155092954636, "loss_mape": 520.26953125}}, "194": {"train": {"loss_reduced": 0.0004126736894249916, "pred": 0.26462501287460327, "loss_l2": 0.07094130665063858, "loss_mape": 645.4205932617188}}, "195": {"train": {"loss_reduced": 0.0002926895394921303, "pred": 0.2606528401374817, "loss_l2": 0.06888285279273987, "loss_mape": 896.7024536132812}, "valid": {"0": {"loss_reduced": 0.00029229652136564255, "pred": 0.2601049542427063, "valid_loss_l2": 0.06750261783599854, "valid_loss_mape": 888.8667602539062}}}, "196": {"train": {"loss_reduced": 0.00025686994194984436, "pred": 0.26149782538414, "loss_l2": 0.06935855001211166, "loss_mape": 1025.266357421875}}, "197": {"train": {"loss_reduced": 0.0005820300430059433, "pred": 0.25194594264030457, "loss_l2": 0.06422992795705795, "loss_mape": 435.4349670410156}}, "198": {"train": {"loss_reduced": 0.00017686467617750168, "pred": 0.25734615325927734, "loss_l2": 0.06721242517232895, "loss_mape": 1465.8302001953125}}, "199": {"train": {"loss_reduced": 0.00029106251895427704, "pred": 0.25246530771255493, "loss_l2": 0.06463178247213364, "loss_mape": 873.4474487304688}}, "200": {"train": {"loss_reduced": 8.12821090221405e-05, "pred": 0.2521253824234009, "loss_l2": 0.06456048041582108, "loss_mape": 3125.995849609375}, "valid": {"0": {"loss_reduced": 0.0002967454493045807, "pred": 0.2521475553512573, "valid_loss_l2": 0.0634288340806961, "valid_loss_mape": 848.7099609375}}}, "201": {"train": {"loss_reduced": 0.0002714451402425766, "pred": 0.25019311904907227, "loss_l2": 0.06349287182092667, "loss_mape": 928.2830200195312}}, "202": {"train": {"loss_reduced": 0.0003841780126094818, "pred": 0.2476397156715393, "loss_l2": 0.06213552877306938, "loss_mape": 648.83984375}}, "203": {"train": {"loss_reduced": 0.00023284461349248886, "pred": 0.24558284878730774, "loss_l2": 0.06118541583418846, "loss_mape": 1062.325927734375}}, "204": {"train": {"loss_reduced": 0.00023127347230911255, "pred": 0.23866045475006104, "loss_l2": 0.05777975916862488, "loss_mape": 1039.3505859375}}, "205": {"train": {"loss_reduced": 0.0004344731569290161, "pred": 0.2396087944507599, "loss_l2": 0.058135583996772766, "loss_mape": 554.9553833007812}, "valid": {"0": {"loss_reduced": 0.0003945250064134598, "pred": 0.24389737844467163, "valid_loss_l2": 0.05929363891482353, "valid_loss_mape": 617.2051391601562}}}, "206": {"train": {"loss_reduced": 0.0001441584900021553, "pred": 0.24165600538253784, "loss_l2": 0.05928896740078926, "loss_mape": 1689.06640625}}, "207": {"train": {"loss_reduced": 0.0004644067957997322, "pred": 0.23616258800029755, "loss_l2": 0.056468430906534195, "loss_mape": 511.6868896484375}}, "208": {"train": {"loss_reduced": 0.00044196657836437225, "pred": 0.23541399836540222, "loss_l2": 0.05612587556242943, "loss_mape": 536.0337524414062}}, "209": {"train": {"loss_reduced": 0.00015898142009973526, "pred": 0.22845321893692017, "loss_l2": 0.052979957312345505, "loss_mape": 1447.8028564453125}}, "210": {"train": {"loss_reduced": 0.00020914338529109955, "pred": 0.23031434416770935, "loss_l2": 0.05381689593195915, "loss_mape": 1109.213623046875}, "valid": {"0": {"loss_reduced": 0.0003927377983927727, "pred": 0.2365630567073822, "valid_loss_l2": 0.05577642098069191, "valid_loss_mape": 601.343505859375}}}, "211": {"train": {"loss_reduced": 0.0005195438861846924, "pred": 0.22951096296310425, "loss_l2": 0.05330700799822807, "loss_mape": 444.3957824707031}}, "212": {"train": {"loss_reduced": 0.00023255310952663422, "pred": 0.22566726803779602, "loss_l2": 0.051661137491464615, "loss_mape": 977.3718872070312}}, "213": {"train": {"loss_reduced": 0.00018672645092010498, "pred": 0.22881640493869781, "loss_l2": 0.05312880128622055, "loss_mape": 1234.4091796875}}, "214": {"train": {"loss_reduced": 0.0002041766420006752, "pred": 0.22223898768424988, "loss_l2": 0.05011146888136864, "loss_mape": 1096.383544921875}}, "215": {"train": {"loss_reduced": 0.00038574449717998505, "pred": 0.2208046019077301, "loss_l2": 0.0493849478662014, "loss_mape": 576.099609375}, "valid": {"0": {"loss_reduced": 0.00038626231253147125, "pred": 0.22385655343532562, "valid_loss_l2": 0.04993896931409836, "valid_loss_mape": 578.54541015625}}}, "216": {"train": {"loss_reduced": 0.0002771560102701187, "pred": 0.22237853705883026, "loss_l2": 0.050143271684646606, "loss_mape": 807.9454345703125}}, "217": {"train": {"loss_reduced": 0.0003160294145345688, "pred": 0.21945101022720337, "loss_l2": 0.048808712512254715, "loss_mape": 699.07080078125}}, "218": {"train": {"loss_reduced": 0.00031358934938907623, "pred": 0.21396353840827942, "loss_l2": 0.04640204459428787, "loss_mape": 686.9216918945312}}, "219": {"train": {"loss_reduced": 0.00027180183678865433, "pred": 0.21350717544555664, "loss_l2": 0.04621799290180206, "loss_mape": 790.95751953125}}, "220": {"train": {"loss_reduced": 0.00011083483695983887, "pred": 0.21738201379776, "loss_l2": 0.04798104986548424, "loss_mape": 1976.3260498046875}, "valid": {"0": {"loss_reduced": 0.000535513274371624, "pred": 0.21240085363388062, "valid_loss_l2": 0.04488692060112953, "valid_loss_mape": 395.6304016113281}}}, "221": {"train": {"loss_reduced": 0.00018443819135427475, "pred": 0.20916642248630524, "loss_l2": 0.04440164566040039, "loss_mape": 1142.480224609375}}, "222": {"train": {"loss_reduced": 0.0005331514403223991, "pred": 0.2082926630973816, "loss_l2": 0.04388302192091942, "loss_mape": 392.9141540527344}}, "223": {"train": {"loss_reduced": 0.00026292726397514343, "pred": 0.21069057285785675, "loss_l2": 0.04501007869839668, "loss_mape": 806.899169921875}}, "224": {"train": {"loss_reduced": 0.0003759656101465225, "pred": 0.20707476139068604, "loss_l2": 0.04343034699559212, "loss_mape": 554.3046875}}, "225": {"train": {"loss_reduced": 0.00017531774938106537, "pred": 0.21297147870063782, "loss_l2": 0.04601448029279709, "loss_mape": 1223.549072265625}, "valid": {"0": {"loss_reduced": 0.00011907704174518585, "pred": 0.2016415297985077, "valid_loss_l2": 0.040611300617456436, "valid_loss_mape": 1692.370361328125}}}, "226": {"train": {"loss_reduced": 7.322151213884354e-05, "pred": 0.2005167305469513, "loss_l2": 0.04084727540612221, "loss_mape": 2760.214599609375}}, "227": {"train": {"loss_reduced": 0.00029956456273794174, "pred": 0.20162776112556458, "loss_l2": 0.04120254144072533, "loss_mape": 677.59716796875}}, "228": {"train": {"loss_reduced": 0.00017878040671348572, "pred": 0.20498089492321014, "loss_l2": 0.04263165220618248, "loss_mape": 1154.9046630859375}}, "229": {"train": {"loss_reduced": 0.0007335133850574493, "pred": 0.1955978274345398, "loss_l2": 0.038605980575084686, "loss_mape": 267.86700439453125}}, "230": {"train": {"loss_reduced": -8.511077612638474e-05, "pred": 0.1985858976840973, "loss_l2": 0.040117014199495316, "loss_mape": 2353.313232421875}, "valid": {"0": {"loss_reduced": 0.00047574006021022797, "pred": 0.19463060796260834, "valid_loss_l2": 0.03769611567258835, "valid_loss_mape": 408.11126708984375}}}, "231": {"train": {"loss_reduced": 0.00045370589941740036, "pred": 0.1942480057477951, "loss_l2": 0.03818460553884506, "loss_mape": 430.6949157714844}}, "232": {"train": {"loss_reduced": -3.379210829734802e-05, "pred": 0.19588401913642883, "loss_l2": 0.03901834785938263, "loss_mape": 5845.46630859375}}, "233": {"train": {"loss_reduced": 0.0003408500924706459, "pred": 0.19007138907909393, "loss_l2": 0.03659386187791824, "loss_mape": 561.2297973632812}}, "234": {"train": {"loss_reduced": 0.000489535741508007, "pred": 0.1903429478406906, "loss_l2": 0.036640338599681854, "loss_mape": 391.0167236328125}}, "235": {"train": {"loss_reduced": 0.0001778341829776764, "pred": 0.19151842594146729, "loss_l2": 0.03721551597118378, "loss_mape": 1084.792724609375}, "valid": {"0": {"loss_reduced": 0.00033449847251176834, "pred": 0.18497920036315918, "valid_loss_l2": 0.03409366309642792, "valid_loss_mape": 552.004638671875}}}, "236": {"train": {"loss_reduced": 0.00016623735427856445, "pred": 0.1875002086162567, "loss_l2": 0.035680629312992096, "loss_mape": 1136.285888671875}}, "237": {"train": {"loss_reduced": 0.00039129145443439484, "pred": 0.18726518750190735, "loss_l2": 0.03549949452280998, "loss_mape": 481.5159912109375}}, "238": {"train": {"loss_reduced": 0.0001809699460864067, "pred": 0.18128055334091187, "loss_l2": 0.03334552049636841, "loss_mape": 1009.049072265625}}, "239": {"train": {"loss_reduced": 0.0005670059472322464, "pred": 0.18486334383487701, "loss_l2": 0.03452552109956741, "loss_mape": 327.70458984375}}, "240": {"train": {"loss_reduced": -3.984477370977402e-05, "pred": 0.18311595916748047, "loss_l2": 0.03409581631422043, "loss_mape": 4634.2470703125}, "valid": {"0": {"loss_reduced": 0.00039733294397592545, "pred": 0.17661838233470917, "valid_loss_l2": 0.031053856015205383, "valid_loss_mape": 443.509765625}}}, "241": {"train": {"loss_reduced": 0.00036328285932540894, "pred": 0.18303963541984558, "loss_l2": 0.03392192721366882, "loss_mape": 506.98529052734375}}, "242": {"train": {"loss_reduced": 0.0002985270693898201, "pred": 0.1760212928056717, "loss_l2": 0.0313924103975296, "loss_mape": 593.5108032226562}}, "243": {"train": {"loss_reduced": 0.00045036058872938156, "pred": 0.17568764090538025, "loss_l2": 0.03121805004775524, "loss_mape": 392.3218688964844}}, "244": {"train": {"loss_reduced": -2.636108547449112e-05, "pred": 0.17548909783363342, "loss_l2": 0.031315259635448456, "loss_mape": 6712.97021484375}}, "245": {"train": {"loss_reduced": 0.00018265657126903534, "pred": 0.16959935426712036, "loss_l2": 0.029181620106101036, "loss_mape": 935.2320556640625}, "valid": {"0": {"loss_reduced": 0.0006674788892269135, "pred": 0.17506587505340576, "valid_loss_l2": 0.030414799228310585, "valid_loss_mape": 261.2792663574219}}}, "246": {"train": {"loss_reduced": 0.0002905838191509247, "pred": 0.17330984771251678, "loss_l2": 0.030437568202614784, "loss_mape": 600.39013671875}}, "247": {"train": {"loss_reduced": 0.0005317293107509613, "pred": 0.16977334022521973, "loss_l2": 0.029119430109858513, "loss_mape": 320.9230041503906}}, "248": {"train": {"loss_reduced": 0.00016896426677703857, "pred": 0.1692216396331787, "loss_l2": 0.02905472181737423, "loss_mape": 1008.819580078125}}, "249": {"train": {"loss_reduced": 0.00020221713930368423, "pred": 0.16602860391139984, "loss_l2": 0.027957305312156677, "loss_mape": 826.8556518554688}}, "250": {"train": {"loss_reduced": 0.0004041949287056923, "pred": 0.16979581117630005, "loss_l2": 0.02916579507291317, "loss_mape": 422.518798828125}, "valid": {"0": {"loss_reduced": 0.0002679424360394478, "pred": 0.16923607885837555, "valid_loss_l2": 0.02855023182928562, "valid_loss_mape": 630.6135864257812}}}, "251": {"train": {"loss_reduced": 0.00031563639640808105, "pred": 0.16420583426952362, "loss_l2": 0.027311069890856743, "loss_mape": 523.5791015625}}, "252": {"train": {"loss_reduced": 0.00036714039742946625, "pred": 0.16110175848007202, "loss_l2": 0.026270058006048203, "loss_mape": 441.46710205078125}}, "253": {"train": {"loss_reduced": 8.411426097154617e-05, "pred": 0.16449755430221558, "loss_l2": 0.02748139575123787, "loss_mape": 1970.8326416015625}}, "254": {"train": {"loss_reduced": 0.0003263680264353752, "pred": 0.1627502739429474, "loss_l2": 0.026824822649359703, "loss_mape": 501.8348388671875}}, "255": {"train": {"loss_reduced": 0.00040546711534261703, "pred": 0.15890257060527802, "loss_l2": 0.0255433302372694, "loss_mape": 394.1695861816406}, "valid": {"0": {"loss_reduced": 0.00047219544649124146, "pred": 0.16261151432991028, "valid_loss_l2": 0.026289161294698715, "valid_loss_mape": 343.37335205078125}}}, "256": {"train": {"loss_reduced": 0.00034537725150585175, "pred": 0.15633375942707062, "loss_l2": 0.024741604924201965, "loss_mape": 455.4284973144531}}, "257": {"train": {"loss_reduced": 0.0002916213124990463, "pred": 0.15678799152374268, "loss_l2": 0.024903295561671257, "loss_mape": 541.139404296875}}, "258": {"train": {"loss_reduced": -8.074566721916199e-07, "pred": 0.1589227020740509, "loss_l2": 0.02567289210855961, "loss_mape": 198434.953125}}, "259": {"train": {"loss_reduced": 0.0005161687731742859, "pred": 0.15613707900047302, "loss_l2": 0.024622105062007904, "loss_mape": 303.99810791015625}}, "260": {"train": {"loss_reduced": 0.000459304079413414, "pred": 0.1521839052438736, "loss_l2": 0.02340860292315483, "loss_mape": 333.1098327636719}, "valid": {"0": {"loss_reduced": 0.0003076614812016487, "pred": 0.15246492624282837, "valid_loss_l2": 0.023151831701397896, "valid_loss_mape": 494.5606384277344}}}, "261": {"train": {"loss_reduced": 0.00044048577547073364, "pred": 0.15542052686214447, "loss_l2": 0.024420563131570816, "loss_mape": 354.76922607421875}}, "262": {"train": {"loss_reduced": 0.0002495991066098213, "pred": 0.15044283866882324, "loss_l2": 0.02293488010764122, "loss_mape": 606.7435913085938}}, "263": {"train": {"loss_reduced": 0.00029127486050128937, "pred": 0.14899155497550964, "loss_l2": 0.02248174324631691, "loss_mape": 514.7685546875}}, "264": {"train": {"loss_reduced": 0.00027019158005714417, "pred": 0.1489812731742859, "loss_l2": 0.02248331718146801, "loss_mape": 554.955810546875}}, "265": {"train": {"loss_reduced": -4.321616142988205e-05, "pred": 0.1438676416873932, "loss_l2": 0.021059848368167877, "loss_mape": 3358.005615234375}, "valid": {"0": {"loss_reduced": 0.0005105528980493546, "pred": 0.1468602567911148, "valid_loss_l2": 0.021418234333395958, "valid_loss_mape": 286.6494445800781}}}, "266": {"train": {"loss_reduced": 0.0003998223692178726, "pred": 0.14786724746227264, "loss_l2": 0.022112442180514336, "loss_mape": 371.9214782714844}}, "267": {"train": {"loss_reduced": 0.00020987167954444885, "pred": 0.1446894407272339, "loss_l2": 0.021225374191999435, "loss_mape": 694.1828002929688}}, "268": {"train": {"loss_reduced": 0.0001250430941581726, "pred": 0.1448630392551422, "loss_l2": 0.021298129111528397, "loss_mape": 1167.10791015625}}, "269": {"train": {"loss_reduced": 0.0003367820754647255, "pred": 0.13827568292617798, "loss_l2": 0.019347188994288445, "loss_mape": 413.0094299316406}}, "270": {"train": {"loss_reduced": 0.0005790479481220245, "pred": 0.14244581758975983, "loss_l2": 0.020466117188334465, "loss_mape": 247.0604248046875}, "valid": {"0": {"loss_reduced": 0.00037647224962711334, "pred": 0.14411398768424988, "valid_loss_l2": 0.02066047117114067, "valid_loss_mape": 381.80108642578125}}}, "271": {"train": {"loss_reduced": 0.0002031000331044197, "pred": 0.14147472381591797, "loss_l2": 0.020291969180107117, "loss_mape": 701.3779296875}}, "272": {"train": {"loss_reduced": 0.00041822995990514755, "pred": 0.1343923807144165, "loss_l2": 0.018254319205880165, "loss_mape": 323.0484619140625}}, "273": {"train": {"loss_reduced": 0.00020949728786945343, "pred": 0.14053486287593842, "loss_l2": 0.02001764066517353, "loss_mape": 675.3486328125}}, "274": {"train": {"loss_reduced": 0.0004617534577846527, "pred": 0.13796430826187134, "loss_l2": 0.01922563649713993, "loss_mape": 300.2826232910156}}, "275": {"train": {"loss_reduced": 0.0004763063043355942, "pred": 0.13872341811656952, "loss_l2": 0.01943138986825943, "loss_mape": 292.6614990234375}, "valid": {"0": {"loss_reduced": 6.741844117641449e-06, "pred": 0.13354668021202087, "valid_loss_l2": 0.017832916229963303, "valid_loss_mape": 19807.62890625}}}, "276": {"train": {"loss_reduced": 0.0004723668098449707, "pred": 0.1341904103755951, "loss_l2": 0.018185196444392204, "loss_mape": 285.4825744628906}}, "277": {"train": {"loss_reduced": 0.00024959444999694824, "pred": 0.1331426203250885, "loss_l2": 0.01795617677271366, "loss_mape": 536.87353515625}}, "278": {"train": {"loss_reduced": 0.00044408906251192093, "pred": 0.13045814633369446, "loss_l2": 0.01718990132212639, "loss_mape": 295.2341613769531}}, "279": {"train": {"loss_reduced": 5.8935023844242096e-05, "pred": 0.134158194065094, "loss_l2": 0.018281882628798485, "loss_mape": 2294.230224609375}}, "280": {"train": {"loss_reduced": -6.687454879283905e-05, "pred": 0.12762588262557983, "loss_l2": 0.016582394018769264, "loss_mape": 1925.5853271484375}, "valid": {"0": {"loss_reduced": 0.0005840659141540527, "pred": 0.1320442259311676, "valid_loss_l2": 0.017281774431467056, "valid_loss_mape": 225.07760620117188}}}, "281": {"train": {"loss_reduced": 3.7727877497673035e-06, "pred": 0.1312914788722992, "loss_l2": 0.017527369782328606, "loss_mape": 35091.01953125}}, "282": {"train": {"loss_reduced": 0.0005818475037813187, "pred": 0.13001686334609985, "loss_l2": 0.017036451026797295, "loss_mape": 224.32640075683594}}, "283": {"train": {"loss_reduced": 0.0003297785297036171, "pred": 0.1268332600593567, "loss_l2": 0.016273869201540947, "loss_mape": 386.83258056640625}}, "284": {"train": {"loss_reduced": 0.0002586999908089638, "pred": 0.12349693477153778, "loss_l2": 0.015444710850715637, "loss_mape": 480.38946533203125}}, "285": {"train": {"loss_reduced": -4.735775291919708e-05, "pred": 0.12835514545440674, "loss_l2": 0.01676240935921669, "loss_mape": 2733.865478515625}, "valid": {"0": {"loss_reduced": 0.0006725182756781578, "pred": 0.11971691995859146, "valid_loss_l2": 0.014171569608151913, "valid_loss_mape": 177.01287841796875}}}, "286": {"train": {"loss_reduced": 0.00017165951430797577, "pred": 0.12318369001150131, "loss_l2": 0.015389601700007915, "loss_mape": 722.6796264648438}}, "287": {"train": {"loss_reduced": 0.000164693221449852, "pred": 0.12247321754693985, "loss_l2": 0.015213279984891415, "loss_mape": 748.9204711914062}}, "288": {"train": {"loss_reduced": 0.000361807644367218, "pred": 0.12278620153665543, "loss_l2": 0.015240179374814034, "loss_mape": 341.2065124511719}}, "289": {"train": {"loss_reduced": 0.00033412035554647446, "pred": 0.12091735750436783, "loss_l2": 0.014789092354476452, "loss_mape": 363.97186279296875}}, "290": {"train": {"loss_reduced": 0.0005180230364203453, "pred": 0.1191219761967659, "loss_l2": 0.01430646050721407, "loss_mape": 230.89633178710938}, "valid": {"0": {"loss_reduced": 0.0005061235278844833, "pred": 0.118253193795681, "valid_loss_l2": 0.013864371925592422, "valid_loss_mape": 232.64492797851562}}}, "291": {"train": {"loss_reduced": 0.00045489147305488586, "pred": 0.1181483045220375, "loss_l2": 0.014089229516685009, "loss_mape": 260.9371032714844}}, "292": {"train": {"loss_reduced": 0.00043102074414491653, "pred": 0.11520808935165405, "loss_l2": 0.013399588875472546, "loss_mape": 268.5638427734375}}, "293": {"train": {"loss_reduced": 0.0003265189006924629, "pred": 0.11835268139839172, "loss_l2": 0.014166110195219517, "loss_mape": 364.5163269042969}}, "294": {"train": {"loss_reduced": 0.0002106800675392151, "pred": 0.11794404685497284, "loss_l2": 0.01409659069031477, "loss_mape": 563.5514526367188}}, "295": {"train": {"loss_reduced": 6.598327308893204e-05, "pred": 0.11479023098945618, "loss_l2": 0.013387125916779041, "loss_mape": 1753.516357421875}, "valid": {"0": {"loss_reduced": 7.09686428308487e-05, "pred": 0.11317666620016098, "valid_loss_l2": 0.012792899273335934, "valid_loss_mape": 1593.741943359375}}}, "296": {"train": {"loss_reduced": 0.0004914635792374611, "pred": 0.11322134733200073, "loss_l2": 0.012926755473017693, "loss_mape": 231.3414306640625}}, "297": {"train": {"loss_reduced": 0.00021578744053840637, "pred": 0.11433444917201996, "loss_l2": 0.013245034962892532, "loss_mape": 533.3353881835938}}, "298": {"train": {"loss_reduced": 0.00024224258959293365, "pred": 0.11295358836650848, "loss_l2": 0.012921257875859737, "loss_mape": 469.2474365234375}}, "299": {"train": {"loss_reduced": 0.000255584716796875, "pred": 0.11073043197393417, "loss_l2": 0.012414354830980301, "loss_mape": 435.9404602050781}}, "300": {"train": {"loss_reduced": 0.00019101053476333618, "pred": 0.10447299480438232, "loss_l2": 0.01106498297303915, "loss_mape": 550.7037963867188}, "valid": {"0": {"loss_reduced": 0.0004164744168519974, "pred": 0.1114218682050705, "valid_loss_l2": 0.012322197668254375, "valid_loss_mape": 266.5359191894531}}}, "301": {"train": {"loss_reduced": 0.00029700249433517456, "pred": 0.10764884948730469, "loss_l2": 0.011724392883479595, "loss_mape": 364.573486328125}}, "302": {"train": {"loss_reduced": 0.0003043143078684807, "pred": 0.10930150747299194, "loss_l2": 0.012082433328032494, "loss_mape": 361.2059020996094}}, "303": {"train": {"loss_reduced": 0.00040086545050144196, "pred": 0.10689049959182739, "loss_l2": 0.011536423116922379, "loss_mape": 267.93963623046875}}, "304": {"train": {"loss_reduced": 0.0002675512805581093, "pred": 0.10765165835618973, "loss_l2": 0.011728599667549133, "loss_mape": 404.7771911621094}}, "305": {"train": {"loss_reduced": 0.0002290615811944008, "pred": 0.10659131407737732, "loss_l2": 0.011506236158311367, "loss_mape": 468.2894592285156}, "valid": {"0": {"loss_reduced": 0.0002533150836825371, "pred": 0.10244016349315643, "valid_loss_l2": 0.010442152619361877, "valid_loss_mape": 403.3982238769531}}}, "306": {"train": {"loss_reduced": 6.680004298686981e-05, "pred": 0.10439614206552505, "loss_l2": 0.011073974892497063, "loss_mape": 1575.3426513671875}}, "307": {"train": {"loss_reduced": 0.00031449832022190094, "pred": 0.10481470823287964, "loss_l2": 0.011107994243502617, "loss_mape": 335.11932373046875}}, "308": {"train": {"loss_reduced": 0.0003676656633615494, "pred": 0.10148453712463379, "loss_l2": 0.01040179468691349, "loss_mape": 277.39654541015625}}, "309": {"train": {"loss_reduced": 0.0003401944413781166, "pred": 0.10386782139539719, "loss_l2": 0.010902381502091885, "loss_mape": 306.92584228515625}}, "310": {"train": {"loss_reduced": 0.0005611134693026543, "pred": 0.09869448840618134, "loss_l2": 0.009797421284019947, "loss_mape": 176.40269470214844}, "valid": {"0": {"loss_reduced": 0.0003548283129930496, "pred": 0.09970402717590332, "valid_loss_l2": 0.009870263747870922, "valid_loss_mape": 279.9923095703125}}}, "311": {"train": {"loss_reduced": 0.00041977409273386, "pred": 0.1002434492111206, "loss_l2": 0.01013864390552044, "loss_mape": 239.8690948486328}}, "312": {"train": {"loss_reduced": 0.00012803543359041214, "pred": 0.09851763397455215, "loss_l2": 0.00984874740242958, "loss_mape": 775.1046142578125}}, "313": {"train": {"loss_reduced": 0.00030325353145599365, "pred": 0.09762772917747498, "loss_l2": 0.009637866169214249, "loss_mape": 323.7312316894531}}, "314": {"train": {"loss_reduced": 0.00048821326345205307, "pred": 0.09986928105354309, "loss_l2": 0.010046804323792458, "loss_mape": 205.3072967529297}}, "315": {"train": {"loss_reduced": 0.00018065422773361206, "pred": 0.09793487936258316, "loss_l2": 0.00972181186079979, "loss_mape": 545.7898559570312}, "valid": {"0": {"loss_reduced": 0.00015001092106103897, "pred": 0.09384387731552124, "valid_loss_l2": 0.008778540417551994, "valid_loss_mape": 624.580322265625}}}, "316": {"train": {"loss_reduced": 0.0001719864085316658, "pred": 0.09617076814174652, "loss_l2": 0.009377534501254559, "loss_mape": 563.05419921875}}, "317": {"train": {"loss_reduced": 0.00014369655400514603, "pred": 0.09618537873029709, "loss_l2": 0.0093832453712821, "loss_mape": 674.1090698242188}}, "318": {"train": {"loss_reduced": 0.0003660619258880615, "pred": 0.09407930076122284, "loss_l2": 0.008936692960560322, "loss_mape": 258.24615478515625}}, "319": {"train": {"loss_reduced": 0.00041319243609905243, "pred": 0.09220783412456512, "loss_l2": 0.00857274979352951, "loss_mape": 224.08238220214844}}, "320": {"train": {"loss_reduced": 0.0005087815225124359, "pred": 0.09394502639770508, "loss_l2": 0.008883084170520306, "loss_mape": 185.24673461914062}, "valid": {"0": {"loss_reduced": 0.000385284423828125, "pred": 0.09166690707206726, "valid_loss_l2": 0.008332334458827972, "valid_loss_mape": 236.9200897216797}}}, "321": {"train": {"loss_reduced": 0.00040834303945302963, "pred": 0.09286266565322876, "loss_l2": 0.008697488345205784, "loss_mape": 228.38720703125}}, "322": {"train": {"loss_reduced": 0.000410289503633976, "pred": 0.09089848399162292, "loss_l2": 0.00833225529640913, "loss_mape": 222.47994995117188}}, "323": {"train": {"loss_reduced": 0.0002447590231895447, "pred": 0.08984988182783127, "loss_l2": 0.008170024491846561, "loss_mape": 369.29461669921875}}, "324": {"train": {"loss_reduced": 0.00023608654737472534, "pred": 0.09044208377599716, "loss_l2": 0.008279195986688137, "loss_mape": 385.4098815917969}}, "325": {"train": {"loss_reduced": 0.00030037853866815567, "pred": 0.08549369871616364, "loss_l2": 0.007386716548353434, "loss_mape": 286.12567138671875}, "valid": {"0": {"loss_reduced": 0.00013476237654685974, "pred": 0.08887629210948944, "valid_loss_l2": 0.007875058799982071, "valid_loss_mape": 658.5037231445312}}}, "326": {"train": {"loss_reduced": 0.0002158908173441887, "pred": 0.08753423392772675, "loss_l2": 0.007759701460599899, "loss_mape": 408.0264587402344}}, "327": {"train": {"loss_reduced": 0.0004409775137901306, "pred": 0.08862989395856857, "loss_l2": 0.007914653979241848, "loss_mape": 201.7434844970703}}, "328": {"train": {"loss_reduced": 0.0003929426893591881, "pred": 0.08576501160860062, "loss_l2": 0.007417585235089064, "loss_mape": 219.18057250976562}}, "329": {"train": {"loss_reduced": 0.00010636914521455765, "pred": 0.08467191457748413, "loss_l2": 0.007277327589690685, "loss_mape": 801.9924926757812}}, "330": {"train": {"loss_reduced": 0.0003566741943359375, "pred": 0.08697439730167389, "loss_l2": 0.007634816225618124, "loss_mape": 244.97830200195312}, "valid": {"0": {"loss_reduced": 0.00038276147097349167, "pred": 0.08541750907897949, "valid_loss_l2": 0.007230908609926701, "valid_loss_mape": 222.1612091064453}}}, "331": {"train": {"loss_reduced": 0.0004250016063451767, "pred": 0.0844002515077591, "loss_l2": 0.007178095635026693, "loss_mape": 199.3489990234375}}, "332": {"train": {"loss_reduced": 0.00047367624938488007, "pred": 0.08227946609258652, "loss_l2": 0.006811088882386684, "loss_mape": 174.2314910888672}}, "333": {"train": {"loss_reduced": 0.0003710351884365082, "pred": 0.08522513508796692, "loss_l2": 0.007327493280172348, "loss_mape": 230.70797729492188}}, "334": {"train": {"loss_reduced": 0.0001103859394788742, "pred": 0.0828317254781723, "loss_l2": 0.0069633773528039455, "loss_mape": 755.9554443359375}}, "335": {"train": {"loss_reduced": 0.00012607313692569733, "pred": 0.07767589390277863, "loss_l2": 0.006122150458395481, "loss_mape": 620.625244140625}, "valid": {"0": {"loss_reduced": 0.00011049583554267883, "pred": 0.08237424492835999, "valid_loss_l2": 0.0067673251032829285, "valid_loss_mape": 744.4963989257812}}}, "336": {"train": {"loss_reduced": 0.0002446286380290985, "pred": 0.07990607619285583, "loss_l2": 0.006459448486566544, "loss_mape": 328.5416564941406}}, "337": {"train": {"loss_reduced": 0.0003099953755736351, "pred": 0.08105729520320892, "loss_l2": 0.006635832134634256, "loss_mape": 262.78009033203125}}, "338": {"train": {"loss_reduced": 8.147861808538437e-05, "pred": 0.07862992584705353, "loss_l2": 0.0062792012467980385, "loss_mape": 972.5424194335938}}, "339": {"train": {"loss_reduced": 0.0004722103476524353, "pred": 0.07914075255393982, "loss_l2": 0.006299525965005159, "loss_mape": 168.0809326171875}}, "340": {"train": {"loss_reduced": 0.0004844982177019119, "pred": 0.07731980085372925, "loss_l2": 0.006010758224874735, "loss_mape": 160.0193328857422}, "valid": {"0": {"loss_reduced": 0.00037750881165266037, "pred": 0.07757104933261871, "valid_loss_l2": 0.005958843044936657, "valid_loss_mape": 204.48143005371094}}}, "341": {"train": {"loss_reduced": 0.000168544240295887, "pred": 0.07643309235572815, "loss_l2": 0.0059212311170995235, "loss_mape": 456.5539245605469}}, "342": {"train": {"loss_reduced": 0.00028681568801403046, "pred": 0.07523465156555176, "loss_l2": 0.005718480795621872, "loss_mape": 263.6558532714844}}, "343": {"train": {"loss_reduced": 0.00021671969443559647, "pred": 0.07501983642578125, "loss_l2": 0.005696448497474194, "loss_mape": 348.2601013183594}}, "344": {"train": {"loss_reduced": 0.00040707364678382874, "pred": 0.07735839486122131, "loss_l2": 0.006027420982718468, "loss_mape": 190.71847534179688}}, "345": {"train": {"loss_reduced": 0.000304296612739563, "pred": 0.07446242868900299, "loss_l2": 0.005597561597824097, "loss_mape": 245.86817932128906}, "valid": {"0": {"loss_reduced": 0.0005828281864523888, "pred": 0.07572586089372635, "valid_loss_l2": 0.005646475125104189, "valid_loss_mape": 128.9282684326172}}}, "346": {"train": {"loss_reduced": 0.0005402108654379845, "pred": 0.07305379956960678, "loss_l2": 0.005354443099349737, "loss_mape": 135.45462036132812}}, "347": {"train": {"loss_reduced": 0.0001774262636899948, "pred": 0.0722978338599205, "loss_l2": 0.005295564886182547, "loss_mape": 410.1457824707031}}, "348": {"train": {"loss_reduced": 4.158914089202881e-05, "pred": 0.07296456396579742, "loss_l2": 0.005412280559539795, "loss_mape": 1768.92822265625}}, "349": {"train": {"loss_reduced": 0.0004218900576233864, "pred": 0.07249720394611359, "loss_l2": 0.005288771353662014, "loss_mape": 172.37652587890625}}, "350": {"train": {"loss_reduced": 0.00036181695759296417, "pred": 0.07016608119010925, "loss_l2": 0.004961102269589901, "loss_mape": 194.67051696777344}, "valid": {"0": {"loss_reduced": 0.0003275461494922638, "pred": 0.07320968806743622, "valid_loss_l2": 0.0053118071518838406, "valid_loss_mape": 222.50955200195312}}}, "351": {"train": {"loss_reduced": 0.0004171933978796005, "pred": 0.06988537311553955, "loss_l2": 0.004914292134344578, "loss_mape": 168.03240966796875}}, "352": {"train": {"loss_reduced": 8.854549378156662e-05, "pred": 0.0714837908744812, "loss_l2": 0.005189193412661552, "loss_mape": 813.5485229492188}}, "353": {"train": {"loss_reduced": 0.00018555577844381332, "pred": 0.07091537117958069, "loss_l2": 0.005092921666800976, "loss_mape": 384.5997619628906}}, "354": {"train": {"loss_reduced": 0.0003551691770553589, "pred": 0.06734137237071991, "loss_l2": 0.004568956792354584, "loss_mape": 190.3151092529297}}, "355": {"train": {"loss_reduced": 0.0005640508607029915, "pred": 0.0670195147395134, "loss_l2": 0.004495854489505291, "loss_mape": 118.874267578125}, "valid": {"0": {"loss_reduced": 0.0004399064928293228, "pred": 0.06717680394649506, "valid_loss_l2": 0.004453813657164574, "valid_loss_mape": 151.70701599121094}}}, "356": {"train": {"loss_reduced": 0.00018256716430187225, "pred": 0.0672670528292656, "loss_l2": 0.004583049565553665, "loss_mape": 370.8127136230469}}, "357": {"train": {"loss_reduced": -2.2417865693569183e-05, "pred": 0.06681299209594727, "loss_l2": 0.004548372235149145, "loss_mape": 3008.38720703125}}, "358": {"train": {"loss_reduced": 0.000592443160712719, "pred": 0.06635964661836624, "loss_l2": 0.004404321778565645, "loss_mape": 112.01929473876953}}, "359": {"train": {"loss_reduced": 0.000299869105219841, "pred": 0.06487371027469635, "loss_l2": 0.004246437922120094, "loss_mape": 217.31048583984375}}, "360": {"train": {"loss_reduced": 0.0003761518746614456, "pred": 0.0665336400270462, "loss_l2": 0.004455619025975466, "loss_mape": 177.45603942871094}, "valid": {"0": {"loss_reduced": 0.0005794251337647438, "pred": 0.06623272597789764, "valid_loss_l2": 0.0043103559873998165, "valid_loss_mape": 113.30765533447266}}}, "361": {"train": {"loss_reduced": 0.00027462560683488846, "pred": 0.06441423296928406, "loss_l2": 0.004189846105873585, "loss_mape": 235.6991424560547}}, "362": {"train": {"loss_reduced": 0.0003537740558385849, "pred": 0.0638003870844841, "loss_l2": 0.004099840763956308, "loss_mape": 180.99122619628906}}, "363": {"train": {"loss_reduced": 0.00020359549671411514, "pred": 0.06361868977546692, "loss_l2": 0.0040945797227323055, "loss_mape": 314.2942810058594}}, "364": {"train": {"loss_reduced": 0.00023257732391357422, "pred": 0.0628635436296463, "loss_l2": 0.003994448576122522, "loss_mape": 271.74468994140625}}, "365": {"train": {"loss_reduced": 0.00045339204370975494, "pred": 0.05983090400695801, "loss_l2": 0.0035910115111619234, "loss_mape": 132.1704864501953}, "valid": {"0": {"loss_reduced": 0.0004922142252326012, "pred": 0.06447847932577133, "valid_loss_l2": 0.004094242118299007, "valid_loss_mape": 129.9967803955078}}}, "366": {"train": {"loss_reduced": 0.0002468312159180641, "pred": 0.061270538717508316, "loss_l2": 0.003793165320530534, "loss_mape": 249.5173797607422}}, "367": {"train": {"loss_reduced": 0.00026527512818574905, "pred": 0.06164023280143738, "loss_l2": 0.003836297197267413, "loss_mape": 233.48532104492188}}, "368": {"train": {"loss_reduced": 0.0003966623917222023, "pred": 0.05985803157091141, "loss_l2": 0.0036010933108627796, "loss_mape": 151.28509521484375}}, "369": {"train": {"loss_reduced": 0.00029534101486206055, "pred": 0.0607183612883091, "loss_l2": 0.0037183244712650776, "loss_mape": 206.46664428710938}}, "370": {"train": {"loss_reduced": 0.00033460650593042374, "pred": 0.05876578018069267, "loss_l2": 0.0034770031925290823, "loss_mape": 176.2252655029297}, "valid": {"0": {"loss_reduced": 0.00030243396759033203, "pred": 0.059873923659324646, "valid_loss_l2": 0.003548762295395136, "valid_loss_mape": 196.97354125976562}}}, "371": {"train": {"loss_reduced": 0.00048820022493600845, "pred": 0.05799400061368942, "loss_l2": 0.0033697246108204126, "loss_mape": 118.90475463867188}}, "372": {"train": {"loss_reduced": 4.0735118091106415e-05, "pred": 0.05780870094895363, "loss_l2": 0.0033989339135587215, "loss_mape": 1431.206787109375}}, "373": {"train": {"loss_reduced": 0.00043594371527433395, "pred": 0.058793094009160995, "loss_l2": 0.0034681628458201885, "loss_mape": 135.0887908935547}}, "374": {"train": {"loss_reduced": 0.00018957722932100296, "pred": 0.058852337300777435, "loss_l2": 0.0035051710437983274, "loss_mape": 312.2974548339844}}, "375": {"train": {"loss_reduced": 0.0003634067252278328, "pred": 0.056023914366960526, "loss_l2": 0.0031556354369968176, "loss_mape": 154.5789794921875}, "valid": {"0": {"loss_reduced": 0.0003808513283729553, "pred": 0.05594944953918457, "valid_loss_l2": 0.0030878691468387842, "valid_loss_mape": 145.90628051757812}}}, "376": {"train": {"loss_reduced": 0.00034337956458330154, "pred": 0.05640404671430588, "loss_l2": 0.0032016276381909847, "loss_mape": 164.78245544433594}}, "377": {"train": {"loss_reduced": 0.0003337394446134567, "pred": 0.05575668811798096, "loss_l2": 0.0031295504886657, "loss_mape": 167.62294006347656}}, "378": {"train": {"loss_reduced": 0.00026129279285669327, "pred": 0.054087840020656586, "loss_l2": 0.0029516788199543953, "loss_mape": 207.92518615722656}}, "379": {"train": {"loss_reduced": 0.00035789143294095993, "pred": 0.055624473839998245, "loss_l2": 0.0031111259013414383, "loss_mape": 155.85025024414062}}, "380": {"train": {"loss_reduced": 8.957833051681519e-05, "pred": 0.051796335726976395, "loss_l2": 0.0027239888440817595, "loss_mape": 582.6392211914062}, "valid": {"0": {"loss_reduced": 0.00031158700585365295, "pred": 0.057571981102228165, "valid_loss_l2": 0.003278752788901329, "valid_loss_mape": 183.77015686035156}}}, "381": {"train": {"loss_reduced": 0.00031538959592580795, "pred": 0.05342124402523041, "loss_l2": 0.002873856807127595, "loss_mape": 169.97506713867188}}, "382": {"train": {"loss_reduced": 0.0003612581640481949, "pred": 0.052117832005023956, "loss_l2": 0.002729833358898759, "loss_mape": 144.62733459472656}}, "383": {"train": {"loss_reduced": 0.000535089522600174, "pred": 0.053371861577034, "loss_l2": 0.002843921771273017, "loss_mape": 99.66263580322266}}, "384": {"train": {"loss_reduced": -7.450580596923828e-09, "pred": 0.05423443764448166, "loss_l2": 0.0029960342217236757, "loss_mape": 7346547.0}}, "385": {"train": {"loss_reduced": -3.2529234886169434e-05, "pred": 0.0519985593855381, "loss_l2": 0.0027575634885579348, "loss_mape": 1614.3173828125}, "valid": {"0": {"loss_reduced": 0.0005834633484482765, "pred": 0.05061355233192444, "valid_loss_l2": 0.0025030099786818027, "valid_loss_mape": 85.74675750732422}}}, "386": {"train": {"loss_reduced": 0.00023916736245155334, "pred": 0.051338694989681244, "loss_l2": 0.0026607424952089787, "loss_mape": 215.6748504638672}}, "387": {"train": {"loss_reduced": 0.00040337443351745605, "pred": 0.050654418766498566, "loss_l2": 0.0025730999186635017, "loss_mape": 125.75346374511719}}, "388": {"train": {"loss_reduced": 0.000404982827603817, "pred": 0.050713129341602325, "loss_l2": 0.0025790042709559202, "loss_mape": 125.39765930175781}}, "389": {"train": {"loss_reduced": 0.00019526388496160507, "pred": 0.04903504624962807, "loss_l2": 0.0024307139683514833, "loss_mape": 252.490478515625}}, "390": {"train": {"loss_reduced": 0.00022869929671287537, "pred": 0.050770893692970276, "loss_l2": 0.0026027150452136993, "loss_mape": 223.07376098632812}, "valid": {"0": {"loss_reduced": 0.00030879490077495575, "pred": 0.05027976259589195, "valid_loss_l2": 0.0024970977101475, "valid_loss_mape": 161.8257598876953}}}, "391": {"train": {"loss_reduced": 0.00022894702851772308, "pred": 0.04916118085384369, "loss_l2": 0.0024400244001299143, "loss_mape": 215.75559997558594}}, "392": {"train": {"loss_reduced": 0.00040090177208185196, "pred": 0.04786219075322151, "loss_l2": 0.002296093152835965, "loss_mape": 119.52445983886719}}, "393": {"train": {"loss_reduced": 0.00025892630219459534, "pred": 0.048164624720811844, "loss_l2": 0.002338711405172944, "loss_mape": 186.77215576171875}}, "394": {"train": {"loss_reduced": 0.0004563005641102791, "pred": 0.04830915853381157, "loss_l2": 0.002333257580175996, "loss_mape": 105.859619140625}}, "395": {"train": {"loss_reduced": 2.8592534363269806e-05, "pred": 0.044028133153915405, "loss_l2": 0.001973701175302267, "loss_mape": 1553.774658203125}, "valid": {"0": {"loss_reduced": 0.0002609891816973686, "pred": 0.0497739240527153, "valid_loss_l2": 0.002451530657708645, "valid_loss_mape": 189.71258544921875}}}, "396": {"train": {"loss_reduced": 0.0001883339136838913, "pred": 0.04839371144771576, "loss_l2": 0.0023677218705415726, "loss_mape": 258.3668518066406}}, "397": {"train": {"loss_reduced": 0.00025607552379369736, "pred": 0.045373786240816116, "loss_l2": 0.002074706833809614, "loss_mape": 177.87310791015625}}, "398": {"train": {"loss_reduced": 0.0004494553431868553, "pred": 0.04549499601125717, "loss_l2": 0.002068452537059784, "loss_mape": 101.18968200683594}}, "399": {"train": {"loss_reduced": 0.00021333526819944382, "pred": 0.04536166787147522, "loss_l2": 0.0020773245487362146, "loss_mape": 213.64341735839844}}, "400": {"train": {"loss_reduced": 0.0007706154137849808, "pred": 0.04601236432790756, "loss_l2": 0.002086359541863203, "loss_mape": 59.27299880981445}, "valid": {"0": {"loss_reduced": 0.00014860369265079498, "pred": 0.04408483952283859, "valid_loss_l2": 0.00193039292935282, "valid_loss_mape": 295.66046142578125}}}, "401": {"train": {"loss_reduced": 0.00017517618834972382, "pred": 0.04445880278944969, "loss_l2": 0.0019992548041045666, "loss_mape": 255.24603271484375}}, "402": {"train": {"loss_reduced": 0.00025238748639822006, "pred": 0.044153809547424316, "loss_l2": 0.0019644745625555515, "loss_mape": 175.61248779296875}}, "403": {"train": {"loss_reduced": 0.0005672425031661987, "pred": 0.04457225650548935, "loss_l2": 0.001973757753148675, "loss_mape": 78.32098388671875}}, "404": {"train": {"loss_reduced": 0.00012771505862474442, "pred": 0.042334944009780884, "loss_l2": 0.0018161103362217546, "loss_mape": 333.6791076660156}}, "405": {"train": {"loss_reduced": 0.00042317435145378113, "pred": 0.04436659812927246, "loss_l2": 0.00196828693151474, "loss_mape": 104.83948516845703}, "valid": {"0": {"loss_reduced": 0.0003979569301009178, "pred": 0.04312308877706528, "valid_loss_l2": 0.0018254368333145976, "valid_loss_mape": 107.36119079589844}}}, "406": {"train": {"loss_reduced": 0.0003091413527727127, "pred": 0.043816037476062775, "loss_l2": 0.001929591060616076, "loss_mape": 142.09393310546875}}, "407": {"train": {"loss_reduced": 0.0003961576148867607, "pred": 0.04186408221721649, "loss_l2": 0.0017532901838421822, "loss_mape": 105.69608306884766}}, "408": {"train": {"loss_reduced": 0.0003089234232902527, "pred": 0.04130801558494568, "loss_l2": 0.0017138326074928045, "loss_mape": 134.00881958007812}}, "409": {"train": {"loss_reduced": 0.0002285027876496315, "pred": 0.04106505215167999, "loss_l2": 0.0017001003725454211, "loss_mape": 180.4453887939453}}, "410": {"train": {"loss_reduced": 0.0005975924432277679, "pred": 0.04136824980378151, "loss_l2": 0.0016947656404227018, "loss_mape": 68.88897705078125}, "valid": {"0": {"loss_reduced": 1.0856427252292633e-05, "pred": 0.04046980291604996, "valid_loss_l2": 0.0016369264340028167, "valid_loss_mape": 3726.7275390625}}}, "411": {"train": {"loss_reduced": 0.00022288504987955093, "pred": 0.04025992751121521, "loss_l2": 0.0016346488846465945, "loss_mape": 181.3975067138672}}, "412": {"train": {"loss_reduced": 0.0003293808549642563, "pred": 0.03972667455673218, "loss_l2": 0.0015830849297344685, "loss_mape": 120.79633331298828}}, "413": {"train": {"loss_reduced": 0.0004941057413816452, "pred": 0.03994768485426903, "loss_l2": 0.0015872023068368435, "loss_mape": 80.62992095947266}}, "414": {"train": {"loss_reduced": 0.00025716517120599747, "pred": 0.039673492312431335, "loss_l2": 0.001584179000928998, "loss_mape": 154.77113342285156}}, "415": {"train": {"loss_reduced": 0.00040107499808073044, "pred": 0.03964799642562866, "loss_l2": 0.001570292399264872, "loss_mape": 98.8017578125}, "valid": {"0": {"loss_reduced": 4.5085325837135315e-05, "pred": 0.03898187726736069, "valid_loss_l2": 0.0015160739421844482, "valid_loss_mape": 863.62451171875}}}, "416": {"train": {"loss_reduced": 0.0004892414435744286, "pred": 0.037911366671323776, "loss_l2": 0.0014286949299275875, "loss_mape": 77.258544921875}}, "417": {"train": {"loss_reduced": 0.00036229100078344345, "pred": 0.03805657476186752, "loss_l2": 0.00144907645881176, "loss_mape": 105.072265625}}, "418": {"train": {"loss_reduced": 0.0002290802076458931, "pred": 0.03795117884874344, "loss_l2": 0.0014510165201500058, "loss_mape": 166.28329467773438}}, "419": {"train": {"loss_reduced": 6.38868659734726e-05, "pred": 0.039143744856119156, "loss_l2": 0.0015573576092720032, "loss_mape": 617.7070922851562}}, "420": {"train": {"loss_reduced": 0.000500963069498539, "pred": 0.03887643292546272, "loss_l2": 0.001501879538409412, "loss_mape": 77.35917663574219}, "valid": {"0": {"loss_reduced": 0.0002901032567024231, "pred": 0.03575431555509567, "valid_loss_l2": 0.0012577103916555643, "valid_loss_mape": 122.24685668945312}}}, "421": {"train": {"loss_reduced": 0.00012943707406520844, "pred": 0.036189716309309006, "loss_l2": 0.0013263948494568467, "loss_mape": 281.3699645996094}}, "422": {"train": {"loss_reduced": 0.00022496003657579422, "pred": 0.03577454388141632, "loss_l2": 0.0012891305377706885, "loss_mape": 159.60374450683594}}, "423": {"train": {"loss_reduced": 0.0004927720874547958, "pred": 0.03662910684943199, "loss_l2": 0.0013319780118763447, "loss_mape": 74.06319427490234}}, "424": {"train": {"loss_reduced": 0.0003329785540699959, "pred": 0.03752300143241882, "loss_l2": 0.0014105854788795114, "loss_mape": 112.7933349609375}}, "425": {"train": {"loss_reduced": 0.00035985279828310013, "pred": 0.034217506647109985, "loss_l2": 0.0011699028545990586, "loss_mape": 95.0495376586914}, "valid": {"0": {"loss_reduced": 0.0003311093896627426, "pred": 0.034693121910095215, "valid_loss_l2": 0.0011807477567344904, "valid_loss_mape": 103.77842712402344}}}, "426": {"train": {"loss_reduced": 0.00036110077053308487, "pred": 0.03571799024939537, "loss_l2": 0.001275171642191708, "loss_mape": 98.89080047607422}}, "427": {"train": {"loss_reduced": 0.00039569009095430374, "pred": 0.03409405052661896, "loss_l2": 0.0011587829794734716, "loss_mape": 86.0291976928711}}, "428": {"train": {"loss_reduced": 9.710527956485748e-05, "pred": 0.03393649682402611, "loss_l2": 0.0011682255426421762, "loss_mape": 351.9820556640625}}, "429": {"train": {"loss_reduced": 0.00022640079259872437, "pred": 0.03367985785007477, "loss_l2": 0.0011417383793741465, "loss_mape": 149.24691772460938}}, "430": {"train": {"loss_reduced": 0.0005989884957671165, "pred": 0.03349798917770386, "loss_l2": 0.0011044108541682363, "loss_mape": 55.481327056884766}, "valid": {"0": {"loss_reduced": 0.000342383049428463, "pred": 0.035366885364055634, "valid_loss_l2": 0.0012267157435417175, "valid_loss_mape": 102.29624938964844}}}, "431": {"train": {"loss_reduced": 0.00030935555696487427, "pred": 0.03294556587934494, "loss_l2": 0.0010869130492210388, "loss_mape": 106.57110595703125}}, "432": {"train": {"loss_reduced": 0.00023833755403757095, "pred": 0.03283102065324783, "loss_l2": 0.0010838767047971487, "loss_mape": 138.1330108642578}}, "433": {"train": {"loss_reduced": 0.0002617994323372841, "pred": 0.0325646735727787, "loss_l2": 0.0010649588657543063, "loss_mape": 124.65155792236328}}, "434": {"train": {"loss_reduced": 0.0002845423296093941, "pred": 0.03305976465344429, "loss_l2": 0.0010959099745377898, "loss_mape": 116.34307861328125}}, "435": {"train": {"loss_reduced": 0.0003101332113146782, "pred": 0.032290905714035034, "loss_l2": 0.0010433746501803398, "loss_mape": 104.15302276611328}, "valid": {"0": {"loss_reduced": 0.0005476223304867744, "pred": 0.03207585588097572, "valid_loss_l2": 0.0009940295713022351, "valid_loss_mape": 57.57295227050781}}}, "436": {"train": {"loss_reduced": 0.0006256569176912308, "pred": 0.030492311343550682, "loss_l2": 0.0009110066457651556, "loss_mape": 48.241912841796875}}, "437": {"train": {"loss_reduced": 0.00023786071687936783, "pred": 0.03168488293886185, "loss_l2": 0.0010091898730024695, "loss_mape": 133.55609130859375}}, "438": {"train": {"loss_reduced": 7.86222517490387e-05, "pred": 0.03144798427820206, "loss_l2": 0.0010040191700682044, "loss_mape": 403.0190124511719}}, "439": {"train": {"loss_reduced": 0.00038785580545663834, "pred": 0.03163108229637146, "loss_l2": 0.000996026792563498, "loss_mape": 81.37017059326172}}, "440": {"train": {"loss_reduced": 0.00021240487694740295, "pred": 0.02989017777144909, "loss_l2": 0.0008989771013148129, "loss_mape": 141.15940856933594}, "valid": {"0": {"loss_reduced": 0.000143357552587986, "pred": 0.03102082572877407, "valid_loss_l2": 0.0009534179698675871, "valid_loss_mape": 215.38780212402344}}}, "441": {"train": {"loss_reduced": 0.00023822765797376633, "pred": 0.02951001562178135, "loss_l2": 0.0008747924584895372, "loss_mape": 124.15389251708984}}, "442": {"train": {"loss_reduced": -9.090546518564224e-05, "pred": 0.030818147584795952, "loss_l2": 0.0009748556767590344, "loss_mape": 343.4631652832031}}, "443": {"train": {"loss_reduced": 0.00021829549223184586, "pred": 0.029492489993572235, "loss_l2": 0.0008747891406528652, "loss_mape": 135.48989868164062}}, "444": {"train": {"loss_reduced": 0.00040832627564668655, "pred": 0.03005204349756241, "loss_l2": 0.0008968400652520359, "loss_mape": 73.34156799316406}}, "445": {"train": {"loss_reduced": 0.000816740095615387, "pred": 0.0284098032861948, "loss_l2": 0.0007773460238240659, "loss_mape": 34.1368408203125}, "valid": {"0": {"loss_reduced": 0.00079384446144104, "pred": 0.027736548334360123, "valid_loss_l2": 0.0007259093108586967, "valid_loss_mape": 33.93952560424805}}}, "446": {"train": {"loss_reduced": 0.0002436656504869461, "pred": 0.029609322547912598, "loss_l2": 0.0008801772492006421, "loss_mape": 121.75611114501953}}, "447": {"train": {"loss_reduced": 0.0001716194674372673, "pred": 0.028577258810400963, "loss_l2": 0.0008236385765485466, "loss_mape": 167.2252197265625}}, "448": {"train": {"loss_reduced": 0.00040851905941963196, "pred": 0.027936935424804688, "loss_l2": 0.000773756648413837, "loss_mape": 68.09102630615234}}, "449": {"train": {"loss_reduced": 0.00028342846781015396, "pred": 0.0267445370554924, "loss_l2": 0.0007150740129873157, "loss_mape": 94.34785461425781}}, "450": {"train": {"loss_reduced": 4.535168409347534e-05, "pred": 0.0275656059384346, "loss_l2": 0.0007729026256129146, "loss_mape": 613.011962890625}, "valid": {"0": {"loss_reduced": 0.0007345490157604218, "pred": 0.027864478528499603, "valid_loss_l2": 0.0007360330782830715, "valid_loss_mape": 36.93413162231445}}}, "451": {"train": {"loss_reduced": 0.00023864954710006714, "pred": 0.026980189606547356, "loss_l2": 0.0007303811144083738, "loss_mape": 113.24372863769531}}, "452": {"train": {"loss_reduced": 0.0002615172415971756, "pred": 0.02614063397049904, "loss_l2": 0.0006841030553914607, "loss_mape": 100.013916015625}}, "453": {"train": {"loss_reduced": 0.0003403034061193466, "pred": 0.026700181886553764, "loss_l2": 0.0007094956818036735, "loss_mape": 78.27238464355469}}, "454": {"train": {"loss_reduced": 0.0005706558004021645, "pred": 0.026443101465702057, "loss_l2": 0.0006836457760073245, "loss_mape": 45.81855010986328}}, "455": {"train": {"loss_reduced": -4.153512418270111e-05, "pred": 0.0275016687810421, "loss_l2": 0.0007741636363789439, "loss_mape": 669.885986328125}, "valid": {"0": {"loss_reduced": 0.00018238183110952377, "pred": 0.02731868252158165, "valid_loss_l2": 0.0007363787735812366, "valid_loss_mape": 148.78839111328125}}}, "456": {"train": {"loss_reduced": 0.00026954617351293564, "pred": 0.02477159909904003, "loss_l2": 0.0006135441944934428, "loss_mape": 91.89454650878906}}, "457": {"train": {"loss_reduced": 0.0004456760361790657, "pred": 0.026844553649425507, "loss_l2": 0.0007116153137758374, "loss_mape": 59.855403900146484}}, "458": {"train": {"loss_reduced": 0.00019760336726903915, "pred": 0.025007877498865128, "loss_l2": 0.0006286687566898763, "loss_mape": 126.8868408203125}}, "459": {"train": {"loss_reduced": 0.00037177279591560364, "pred": 0.025528674945235252, "loss_l2": 0.0006463172612711787, "loss_mape": 68.3825454711914}}, "460": {"train": {"loss_reduced": 0.00022734515368938446, "pred": 0.02502242475748062, "loss_l2": 0.0006278572254814208, "loss_mape": 110.21602630615234}, "valid": {"0": {"loss_reduced": 0.000224248506128788, "pred": 0.024385731667280197, "valid_loss_l2": 0.0005837773205712438, "valid_loss_mape": 107.7442398071289}}}, "461": {"train": {"loss_reduced": 0.0002976171672344208, "pred": 0.025358717888593674, "loss_l2": 0.00064167968230322, "loss_mape": 85.11402893066406}}, "462": {"train": {"loss_reduced": 0.00032676849514245987, "pred": 0.023984255269169807, "loss_l2": 0.0005717481835745275, "loss_mape": 73.17491149902344}}, "463": {"train": {"loss_reduced": 0.00047995708882808685, "pred": 0.024630112573504448, "loss_l2": 0.0005957864341326058, "loss_mape": 50.856082916259766}}, "464": {"train": {"loss_reduced": 0.0001218719407916069, "pred": 0.02352731302380562, "loss_l2": 0.0005594764370471239, "loss_mape": 194.08285522460938}}, "465": {"train": {"loss_reduced": 0.00043353624641895294, "pred": 0.02303484082221985, "loss_l2": 0.0005219121812842786, "loss_mape": 52.695472717285156}, "valid": {"0": {"loss_reduced": 0.00017721671611070633, "pred": 0.022796794772148132, "valid_loss_l2": 0.0005116453394293785, "valid_loss_mape": 127.63795471191406}}}, "466": {"train": {"loss_reduced": 0.0002787373960018158, "pred": 0.02330775186419487, "loss_l2": 0.0005419132066890597, "loss_mape": 83.5159912109375}}, "467": {"train": {"loss_reduced": 0.00033420510590076447, "pred": 0.02293604612350464, "loss_l2": 0.0005220827297307551, "loss_mape": 68.36858367919922}}, "468": {"train": {"loss_reduced": 0.0005597677081823349, "pred": 0.023020543158054352, "loss_l2": 0.000515609048306942, "loss_mape": 40.565086364746094}}, "469": {"train": {"loss_reduced": 0.00018894020467996597, "pred": 0.022215671837329865, "loss_l2": 0.0004957933560945094, "loss_mape": 117.8490219116211}}, "470": {"train": {"loss_reduced": 0.0002931049093604088, "pred": 0.02251240238547325, "loss_l2": 0.0005044604185968637, "loss_mape": 76.62852478027344}, "valid": {"0": {"loss_reduced": 1.3317912817001343e-05, "pred": 0.02297031506896019, "valid_loss_l2": 0.0005270237452350557, "valid_loss_mape": 1723.7684326171875}}}, "471": {"train": {"loss_reduced": 0.00022800080478191376, "pred": 0.02081664651632309, "loss_l2": 0.0004335695703048259, "loss_mape": 91.32569885253906}}, "472": {"train": {"loss_reduced": 0.0004683472216129303, "pred": 0.02190074883401394, "loss_l2": 0.00046950537944212556, "loss_mape": 46.264976501464844}}, "473": {"train": {"loss_reduced": 8.085090667009354e-05, "pred": 0.023069307208061218, "loss_l2": 0.000539906439371407, "loss_mape": 287.39178466796875}}, "474": {"train": {"loss_reduced": 0.0004287008196115494, "pred": 0.02138970047235489, "loss_l2": 0.0004491187573876232, "loss_mape": 49.434059143066406}}, "475": {"train": {"loss_reduced": 0.0005157226696610451, "pred": 0.02213292196393013, "loss_l2": 0.0004775358538608998, "loss_mape": 42.37276077270508}, "valid": {"0": {"loss_reduced": 0.00015242397785186768, "pred": 0.020636843517422676, "valid_loss_l2": 0.00041961143142543733, "valid_loss_mape": 134.39105224609375}}}, "476": {"train": {"loss_reduced": 0.00025024544447660446, "pred": 0.020803695544600487, "loss_l2": 0.0004319651343394071, "loss_mape": 83.05354309082031}}, "477": {"train": {"loss_reduced": 0.0003204112872481346, "pred": 0.021654758602380753, "loss_l2": 0.00046520709292963147, "loss_mape": 67.31554412841797}}, "478": {"train": {"loss_reduced": 0.00035464484244585037, "pred": 0.02048913948237896, "loss_l2": 0.0004144257109146565, "loss_mape": 57.4023551940918}}, "479": {"train": {"loss_reduced": 0.0004536900669336319, "pred": 0.02093607373535633, "loss_l2": 0.00042885399307124317, "loss_mape": 45.64523696899414}}, "480": {"train": {"loss_reduced": 3.084912896156311e-05, "pred": 0.020211555063724518, "loss_l2": 0.00041623960714787245, "loss_mape": 661.3460693359375}, "valid": {"0": {"loss_reduced": 0.0001897122710943222, "pred": 0.01796203851699829, "valid_loss_l2": 0.0003158555773552507, "valid_loss_mape": 93.68042755126953}}}, "481": {"train": {"loss_reduced": 0.00026847701519727707, "pred": 0.019238758832216263, "loss_l2": 0.0003682390379253775, "loss_mape": 71.47560119628906}}, "482": {"train": {"loss_reduced": 0.0007033310830593109, "pred": 0.020229559391736984, "loss_l2": 0.00039002514677122235, "loss_mape": 28.079315185546875}}, "483": {"train": {"loss_reduced": 0.00011072028428316116, "pred": 0.019620321691036224, "loss_l2": 0.00038905986002646387, "loss_mape": 178.1480255126953}}, "484": {"train": {"loss_reduced": 0.00031712837517261505, "pred": 0.018622152507305145, "loss_l2": 0.0003427011542953551, "loss_mape": 58.37443542480469}}, "485": {"train": {"loss_reduced": 0.0003968244418501854, "pred": 0.019053703173995018, "loss_l2": 0.0003560525656212121, "loss_mape": 47.55088806152344}, "valid": {"0": {"loss_reduced": -0.00014832522720098495, "pred": 0.019958792254328728, "valid_loss_l2": 0.00040429612272419035, "valid_loss_mape": 135.56100463867188}}}, "486": {"train": {"loss_reduced": 0.00037681031972169876, "pred": 0.019058622419834137, "loss_l2": 0.00035703848698176444, "loss_mape": 50.14582061767578}}, "487": {"train": {"loss_reduced": 0.00043854210525751114, "pred": 0.018027227371931076, "loss_l2": 0.00031655834754928946, "loss_mape": 40.570987701416016}}, "488": {"train": {"loss_reduced": 0.00010101217776536942, "pred": 0.0187773909419775, "loss_l2": 0.0003567026578821242, "loss_mape": 186.97323608398438}}, "489": {"train": {"loss_reduced": 0.0003590751439332962, "pred": 0.018294788897037506, "loss_l2": 0.0003290993918199092, "loss_mape": 50.521728515625}}, "490": {"train": {"loss_reduced": 0.0003966577351093292, "pred": 0.01763482578098774, "loss_l2": 0.0003041047020815313, "loss_mape": 43.96384048461914}, "valid": {"0": {"loss_reduced": 0.00010620430111885071, "pred": 0.017922203987836838, "valid_loss_l2": 0.0003174098383169621, "valid_loss_mape": 167.7521514892578}}}, "491": {"train": {"loss_reduced": 0.0005068108439445496, "pred": 0.018580729141831398, "loss_l2": 0.0003342974523548037, "loss_mape": 36.07618713378906}}, "492": {"train": {"loss_reduced": 0.00020584464073181152, "pred": 0.01756206527352333, "loss_l2": 0.0003081528702750802, "loss_mape": 85.27928161621094}}, "493": {"train": {"loss_reduced": 0.000311095267534256, "pred": 0.01709311455488205, "loss_l2": 0.00028812914388254285, "loss_mape": 54.5632438659668}}, "494": {"train": {"loss_reduced": 0.000253225676715374, "pred": 0.0168070700019598, "loss_l2": 0.0002803994284477085, "loss_mape": 66.12730407714844}}, "495": {"train": {"loss_reduced": 0.000387461856007576, "pred": 0.01676863245666027, "loss_l2": 0.00027467936160974205, "loss_mape": 42.7744140625}, "valid": {"0": {"loss_reduced": 0.00011050049215555191, "pred": 0.017228221520781517, "valid_loss_l2": 0.00029301634640432894, "valid_loss_mape": 154.91079711914062}}}, "496": {"train": {"loss_reduced": 0.00045722536742687225, "pred": 0.017453759908676147, "loss_l2": 0.0002957131655421108, "loss_mape": 37.610145568847656}}, "497": {"train": {"loss_reduced": 0.00032651424407958984, "pred": 0.01664917543530464, "loss_l2": 0.00027272742590866983, "loss_mape": 50.57807540893555}}, "498": {"train": {"loss_reduced": 9.457021951675415e-05, "pred": 0.01621970348060131, "loss_l2": 0.00026607440668158233, "loss_mape": 172.48333740234375}}, "499": {"train": {"loss_reduced": 0.00031989067792892456, "pred": 0.015716608613729477, "loss_l2": 0.00024268981360364705, "loss_mape": 48.699462890625}}, "500": {"train": {"loss_reduced": -6.227754056453705e-05, "pred": 0.01525336317718029, "loss_l2": 0.0002400557859800756, "loss_mape": 248.78524780273438}, "valid": {"0": {"loss_reduced": 0.0006352141499519348, "pred": 0.016902446746826172, "valid_loss_l2": 0.00026462285313755274, "valid_loss_mape": 25.609052658081055}}}}